From f53fc2af42e0f65fbd28dd26d40660f6d1b2f4a6 Mon Sep 17 00:00:00 2001
From: Sravan Pannala <57152030+sravanpannala@users.noreply.github.com>
Date: Fri, 22 Mar 2024 11:31:07 -0400
Subject: [PATCH] add temperature tuning and simulations
---
gmproj/cycling_aging/conc_dep_stress.ipynb | 350 ++------
.../plot_cycling_mech_sei_plating.ipynb | 44 +-
.../plot_saved_simulations.ipynb | 151 +++-
gmproj/cycling_aging/tune_mech_highT_V2.ipynb | 156 ++--
gmproj/cycling_aging/tune_mech_highT_V3.ipynb | 587 ++++++++++++++
gmproj/cycling_aging/tune_mech_mixed.ipynb | 45 +-
gmproj/misc/hppc_sim_peyman.ipynb | 310 +++++---
gmproj/temperature/acc_sim_aging.ipynb | 551 +++++++++++++
gmproj/temperature/plot_voltage_temp.ipynb | 250 +-----
gmproj/temperature/sim_temp_aging.ipynb | 748 ++++++++++++------
10 files changed, 2207 insertions(+), 985 deletions(-)
create mode 100644 gmproj/cycling_aging/tune_mech_highT_V3.ipynb
create mode 100644 gmproj/temperature/acc_sim_aging.ipynb
diff --git a/gmproj/cycling_aging/conc_dep_stress.ipynb b/gmproj/cycling_aging/conc_dep_stress.ipynb
index 57a49ebe7a..a241e96500 100644
--- a/gmproj/cycling_aging/conc_dep_stress.ipynb
+++ b/gmproj/cycling_aging/conc_dep_stress.ipynb
@@ -10,7 +10,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -43,7 +43,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -52,7 +52,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -70,17 +70,9 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "25\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"cell = 4\n",
"sno = 9\n",
@@ -91,7 +83,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -120,7 +112,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -167,7 +159,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -181,7 +173,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -220,23 +212,9 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "2023-09-25 08:23:45.534 - [NOTICE] callbacks.on_cycle_start(174): Cycle 1/1 (21.231 ms elapsed) --------------------\n",
- "2023-09-25 08:23:45.535 - [NOTICE] callbacks.on_step_start(182): Cycle 1/1, step 1/4: Charge at C/5 until 4.2V\n",
- "2023-09-25 08:23:45.848 - [NOTICE] callbacks.on_step_start(182): Cycle 1/1, step 2/4: Hold at 4.2V until C/50\n",
- "2023-09-25 08:23:46.007 - [NOTICE] callbacks.on_step_start(182): Cycle 1/1, step 3/4: Rest for 10 sec\n",
- "2023-09-25 08:23:46.048 - [NOTICE] callbacks.on_step_start(182): Cycle 1/1, step 4/4: Discharge at C/5 until 3V\n",
- "2023-09-25 08:23:46.785 - [NOTICE] callbacks.on_cycle_end(196): Capacity is now 4.851 Ah (originally 4.851 Ah, will stop at 2.426 Ah)\n",
- "2023-09-25 08:23:46.786 - [NOTICE] callbacks.on_experiment_end(222): Finish experiment simulation, took 1.273 s\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"sim_long = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values, \n",
" solver=pybamm.CasadiSolver(\"safe\"))\n",
@@ -246,23 +224,9 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "2023-09-25 08:23:48.562 - [NOTICE] callbacks.on_cycle_start(174): Cycle 1/1 (18.414 ms elapsed) --------------------\n",
- "2023-09-25 08:23:48.563 - [NOTICE] callbacks.on_step_start(182): Cycle 1/1, step 1/4: Charge at C/5 until 4.2V\n",
- "2023-09-25 08:23:48.728 - [NOTICE] callbacks.on_step_start(182): Cycle 1/1, step 2/4: Hold at 4.2V until C/50\n",
- "2023-09-25 08:23:48.878 - [NOTICE] callbacks.on_step_start(182): Cycle 1/1, step 3/4: Rest for 10 sec\n",
- "2023-09-25 08:23:48.934 - [NOTICE] callbacks.on_step_start(182): Cycle 1/1, step 4/4: Discharge at C/5 for 150 min\n",
- "2023-09-25 08:23:49.447 - [NOTICE] callbacks.on_cycle_end(196): Capacity is now 4.851 Ah (originally 4.851 Ah, will stop at 2.426 Ah)\n",
- "2023-09-25 08:23:49.448 - [NOTICE] callbacks.on_experiment_end(222): Finish experiment simulation, took 903.490 ms\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"# c_rate_c ='2C'\n",
"c_rate_c ='1.5C'\n",
@@ -328,7 +292,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -340,7 +304,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -398,7 +362,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -413,7 +377,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -422,67 +386,34 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "0.14961"
- ]
- },
- "execution_count": 15,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(13.0635/100-5.583/100)/(1-0.50)"
]
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "0.2005"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(2.406/100)/(0.12)"
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "0.7461845386533665"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"0.14961/0.2005"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -491,35 +422,9 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "1ca313e691304265922e0fd528a26eb9",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
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- "\n",
- "
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- "
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- " Figure\n",
- "
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- "
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- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"x = np.linspace(0,1,1000)\n",
"y = np.vectorize(graphite_volume_change)(x)\n",
@@ -551,7 +456,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -561,65 +466,34 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Negative electrode critical stress [Pa]\t60000000.0\n",
- "Positive electrode critical stress [Pa]\t375000000.0\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"parameter_values.search(\"critical\")"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "0.6854815384615385"
- ]
- },
- "execution_count": 22,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"O_n/0.13*c_s_max_n"
]
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "0.6821495005167068"
- ]
- },
- "execution_count": 23,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"O_n/0.130635*c_s_max_n"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -633,7 +507,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -642,7 +516,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -666,7 +540,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -678,7 +552,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -687,7 +561,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -711,7 +585,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -722,7 +596,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -749,35 +623,9 @@
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "67d1a2469a8a48c089681a626432b2c0",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
- "text/html": [
- "\n",
- " \n",
- "
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- " Figure\n",
- "
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- "
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- "
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- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"fig,ax = plt.subplots(1,1,figsize=(5,4))\n",
"ax1 = ax\n",
@@ -794,7 +642,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -803,7 +651,7 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -814,35 +662,9 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "2e4c20720eea4b6690320e9c5b4a0b70",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
- "text/html": [
- "\n",
- " \n",
- "
\n",
- " Figure\n",
- "
\n",
- "
\n",
- "
\n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"fig,ax = plt.subplots(1,1,figsize=(5,4))\n",
"ax1 = ax\n",
@@ -859,35 +681,9 @@
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "3c7857cfdca846e68da80777a392404d",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
- "text/html": [
- "\n",
- " \n",
- "
\n",
- " Figure\n",
- "
\n",
- "
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- "
\n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"fig,ax = plt.subplots(1,1,figsize=(5,4))\n",
"ax1 = ax\n",
@@ -906,35 +702,9 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "2fefe90c3a52466f9fccf163153e70c3",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
- "text/html": [
- "\n",
- " \n",
- "
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- " Figure\n",
- "
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- "
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- "
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- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"fig,ax = plt.subplots(1,1,figsize=(5,4))\n",
"ax1 = ax\n",
@@ -953,21 +723,9 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "ename": "NameError",
- "evalue": "name 'asdas' is not defined",
- "output_type": "error",
- "traceback": [
- "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
- "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_26568/3143141888.py\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0masdas\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
- "\u001b[1;31mNameError\u001b[0m: name 'asdas' is not defined"
- ]
- }
- ],
+ "outputs": [],
"source": [
"asdas"
]
@@ -1321,7 +1079,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.7"
+ "version": "3.9.13"
},
"orig_nbformat": 4,
"vscode": {
diff --git a/gmproj/cycling_aging/plot_cycling_mech_sei_plating.ipynb b/gmproj/cycling_aging/plot_cycling_mech_sei_plating.ipynb
index beeaa300f0..507ecb7c47 100644
--- a/gmproj/cycling_aging/plot_cycling_mech_sei_plating.ipynb
+++ b/gmproj/cycling_aging/plot_cycling_mech_sei_plating.ipynb
@@ -72,6 +72,26 @@
"# parameter_values.search(\"diffus\")"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def plot_cap(all_sumvars_dict1,esoh_data):\n",
+ " esoh_vars = [\"x_100\", \"y_0\", \"C_n\", \"C_p\", \"Capacity [A.h]\", \"Loss of lithium inventory [%]\"]\n",
+ " fig, ax = plt.subplots(1,1,figsize=(5,4))\n",
+ " name = \"Capacity [A.h]\"\n",
+ " ax.plot(esoh_data[\"N\"],esoh_data[name]/esoh_data[name][0]*100,\"kx\")\n",
+ " ax.plot(all_sumvars_dict1[\"Cycle number\"],all_sumvars_dict1[name]/all_sumvars_dict1[name][0]*100,\"b--\")\n",
+ " ax.set_xlabel(\"Cycle number\")\n",
+ " ax.set_ylabel(\"Capacity Retention [%]\")\n",
+ " # fig.legend([ \"Data\", leg1, leg2, leg3], \n",
+ " # loc=\"lower center\",bbox_to_anchor=[0.5,-0.1], ncol=2, fontsize=11)\n",
+ " fig.tight_layout()\n",
+ " return fig"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -79,9 +99,9 @@
"outputs": [],
"source": [
"cells = [1,4,7,10,13,16]\n",
- "cells = [3,6,9,12,15,18]\n",
- "cells = [2,5,8,11,14,17]\n",
- "cells = [4,5,6]\n",
+ "# cells = [3,6,9,12,15,18]\n",
+ "# cells = [2,5,8,11,14,17]\n",
+ "cells = [4]\n",
"sno = 15\n",
"sim_des = f'cond{sno}'\n",
"# sim_des = sim_des+'_cv'\n",
@@ -98,7 +118,7 @@
" \"Rest for 10 sec\",\n",
" \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
" \"Hold at 4.2V until C/100\")\n",
- " ] *dfe.N.iloc[-1],\n",
+ " ] *(dfe.N.iloc[-1]+200),\n",
" # ] *40,\n",
" termination=\"50% capacity\",\n",
" # cccv_handling=\"ode\",\n",
@@ -186,8 +206,18 @@
" check_already_exists=False,\n",
" )\n",
" all_sumvars_dict = cycle_adaptive_simulation_V2(spm, parameter_values, experiment,SOC_0, save_at_cycles=1)\n",
- " with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'wb') as handle:\n",
- " pickle.dump(all_sumvars_dict, handle, protocol=pickle.HIGHEST_PROTOCOL)\n"
+ " # with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'wb') as handle:\n",
+ " # pickle.dump(all_sumvars_dict, handle, protocol=pickle.HIGHEST_PROTOCOL)\n",
+ " plot_cap(all_sumvars_dict,dfe)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sfgsfdg"
]
},
{
@@ -3075,7 +3105,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.7"
+ "version": "3.9.13"
},
"orig_nbformat": 4,
"vscode": {
diff --git a/gmproj/cycling_aging/plot_saved_simulations.ipynb b/gmproj/cycling_aging/plot_saved_simulations.ipynb
index 8d63bde757..dff604d3d4 100644
--- a/gmproj/cycling_aging/plot_saved_simulations.ipynb
+++ b/gmproj/cycling_aging/plot_saved_simulations.ipynb
@@ -1,5 +1,12 @@
{
"cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Plot Saved Simulations"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -63,21 +70,117 @@
"metadata": {},
"outputs": [],
"source": [
- "cells = [1,4,7,10,13,16]\n",
- "cells = [1,2,3]\n",
+ "def plotc3_cap(all_sumvars_dict1,all_sumvars_dict2,all_sumvars_dict3,esoh_data,leg1=\"sim1\",leg2=\"sim2\",leg3=\"sim3\"):\n",
+ " esoh_vars = [\"x_100\", \"y_0\", \"C_n\", \"C_p\", \"Capacity [A.h]\", \"Loss of lithium inventory [%]\"]\n",
+ " fig, ax = plt.subplots(1,1,figsize=(5,4))\n",
+ " name = \"Capacity [A.h]\"\n",
+ " ax.plot(esoh_data[\"N\"],esoh_data[name]/esoh_data[name][0]*100,\"kx\")\n",
+ " ax.plot(all_sumvars_dict1[\"Cycle number\"],all_sumvars_dict1[name]/all_sumvars_dict1[name][0]*100,\"b--\")\n",
+ " ax.plot(all_sumvars_dict2[\"Cycle number\"],all_sumvars_dict2[name]/all_sumvars_dict2[name][0]*100,\"r--\")\n",
+ " ax.plot(all_sumvars_dict3[\"Cycle number\"],all_sumvars_dict3[name]/all_sumvars_dict3[name][0]*100,\"g--\")\n",
+ "# ax.plot(dfe[\"Ah_th\"],dfe[\"Cap\"]/dfe[\"Cap\"][0]*100,linestyle=\"None\",marker=\"o\",label='_nolegend_',color=colors[i])\n",
+ " # ax.set_title(split_long_string(name))\n",
+ " ax.set_xlabel(\"Cycle number\")\n",
+ " ax.set_ylabel(\"Capacity Retention [%]\")\n",
+ " # fig.legend([ \"Data\", leg1, leg2, leg3], \n",
+ " # loc=\"lower center\",bbox_to_anchor=[0.5,-0.1], ncol=2, fontsize=11)\n",
+ " fig.tight_layout()\n",
+ " return fig"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell = 1\n",
+ "sno = 15\n",
+ "sim_des = f'cond{sno}'\n",
+ "cell_no,esoh_data1,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'rb') as handle:\n",
+ " all_sumvars_dict1 = pickle.load(handle)\n",
+ "cell = 4\n",
+ "sno = 15\n",
+ "sim_des = f'cond{sno}'\n",
+ "cell_no,esoh_data2,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'rb') as handle:\n",
+ " all_sumvars_dict2 = pickle.load(handle)\n",
+ "cell = 3\n",
+ "sno = 7\n",
+ "sim_des = f'cond{sno}'\n",
+ "cell_no,dfe,esoh_data3,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'rb') as handle:\n",
+ " all_sumvars_dict3 = pickle.load(handle)\n",
+ "cell = 6\n",
+ "sno = 7\n",
+ "sim_des = f'cond{sno}'\n",
+ "cell_no,dfe,esoh_data4,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'rb') as handle:\n",
+ " all_sumvars_dict4 = pickle.load(handle)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "esoh_vars = [\"x_100\", \"y_0\", \"C_n\", \"C_p\", \"Capacity [A.h]\", \"Loss of lithium inventory [%]\"]\n",
+ "fig, ax = plt.subplots(1,1,figsize=(5,4))\n",
+ "name = \"Capacity [A.h]\"\n",
+ "ax.plot(esoh_data1[\"N\"],esoh_data1[name]/esoh_data1[name][0]*100,\"kx\",label=\"_nolegend_\")\n",
+ "ax.plot(esoh_data2[\"N\"],esoh_data2[name]/esoh_data2[name][0]*100,\"kx\",label=\"_nolegend_\")\n",
+ "ax.plot(esoh_data3[\"N\"],esoh_data3[name]/esoh_data3[name][0]*100,\"kx\",label=\"_nolegend_\")\n",
+ "ax.plot(esoh_data4[\"N\"],esoh_data4[name]/esoh_data4[name][0]*100,\"kx\",label=\"_nolegend_\")\n",
+ "ax.plot(all_sumvars_dict1[\"Cycle number\"],all_sumvars_dict1[name]/all_sumvars_dict1[name][0]*100,\"g--\")\n",
+ "ax.plot(all_sumvars_dict2[\"Cycle number\"],all_sumvars_dict2[name]/all_sumvars_dict2[name][0]*100,\"gv\")\n",
+ "ax.plot(all_sumvars_dict3[\"Cycle number\"],all_sumvars_dict3[name]/all_sumvars_dict3[name][0]*100,\"r--\")\n",
+ "ax.plot(all_sumvars_dict4[\"Cycle number\"],all_sumvars_dict4[name]/all_sumvars_dict4[name][0]*100,\"rv\")\n",
+ "# ax.plot(dfe[\"Ah_th\"],dfe[\"Cap\"]/dfe[\"Cap\"][0]*100,linestyle=\"None\",marker=\"o\",label='_nolegend_',color=colors[i])\n",
+ "# ax.set_title(split_long_string(name))\n",
+ "ax.set_xlabel(\"Cycle number\")\n",
+ "ax.set_ylabel(\"Capacity Retention [%]\")\n",
+ "fig.legend([\"25degC C/5\", \"25degC 1.5C\",\"45degC C/5\", \"45degC 1.5C\"], \n",
+ " loc=\"lower center\",bbox_to_anchor=[0.5,-0.1], ncol=2, fontsize=11)\n",
+ "fig.tight_layout()\n",
+ "plt.savefig(\"hot_room_cap.png\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sgfsdg"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cells = [3,6,9,12]\n",
+ "# cells = [3]\n",
"for cell in cells:\n",
- " sno = 15\n",
+ " sno = 1\n",
" sim_des = f'cond{sno}'\n",
" cell_no,dfe,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
" with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'rb') as handle:\n",
" data1 = pickle.load(handle)\n",
- " sno = 19\n",
+ " sno = 2\n",
" sim_des = f'cond{sno}'\n",
" with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'rb') as handle:\n",
" data2 = pickle.load(handle)\n",
- " fig = plotc2_cap(data1,data2,dfe,leg1=\"Old\",leg2=\"0.1*Dsn\");\n",
+ " sno = 5\n",
+ " sim_des = f'cond{sno}'\n",
+ " with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'rb') as handle:\n",
+ " data3 = pickle.load(handle)\n",
+ " fig = plotc3_cap(data1,data2,data3,dfe,leg1=\"w/o const\",leg2=\"1/23:\n",
+ " ax.set_xlabel(\"Cycle number\")\n",
+ " fig.legend([\"Data\",\"Sim\"], \n",
+ " loc=\"lower center\",bbox_to_anchor=[0.5,-0.05], ncol=4, fontsize=11)\n",
+ " fig.tight_layout()\n",
+ " fig.savefig(fig_DIR +'aging_sim_cell_'+cell_no+'_eSOH_'+sim_des+'.png')"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -2422,7 +2559,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.7"
+ "version": "3.9.13"
},
"orig_nbformat": 4,
"vscode": {
diff --git a/gmproj/cycling_aging/tune_mech_highT_V2.ipynb b/gmproj/cycling_aging/tune_mech_highT_V2.ipynb
index 25c1925413..717b2aee37 100644
--- a/gmproj/cycling_aging/tune_mech_highT_V2.ipynb
+++ b/gmproj/cycling_aging/tune_mech_highT_V2.ipynb
@@ -76,7 +76,7 @@
"metadata": {},
"outputs": [],
"source": [
- "cell = 3"
+ "cell = 9"
]
},
{
@@ -104,14 +104,14 @@
"source": [
"pybamm.set_logging_level(\"WARNING\")\n",
"# pybamm.set_logging_level(\"NOTICE\")\n",
- "drive_cycle = pd.read_csv(cyc_DIR+'peyman_drive_cycle_current'+'.csv', comment=\"#\", header=None).to_numpy()\n",
+ "# drive_cycle = pd.read_csv(cyc_DIR+'peyman_drive_cycle_current'+'.csv', comment=\"#\", header=None).to_numpy()\n",
"experiment = pybamm.Experiment(\n",
" [\n",
" (\"Discharge at \"+c_rate_d+dis_set,\n",
" \"Rest for 5 min\",\n",
" \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
" \"Hold at 4.2V until C/100\")\n",
- " ] *dfe.N.iloc[-1],\n",
+ " ] *dfe_0.N.iloc[-1],\n",
" termination=\"50% capacity\",\n",
"# cccv_handling=\"ode\",\n",
")"
@@ -123,14 +123,14 @@
"metadata": {},
"outputs": [],
"source": [
- "ic=2\n",
- "blam_p = [4.0312e-08,4.0312e-08,4.0312e-08*5]\n",
- "blam_n = [1.8157e-07,0.5*1.8157e-07,2*1.8157e-07*5]\n",
- "blam_p2 = [1.4406e-09,1.4406e-09,1.4406e-09]\n",
- "blam_n2 = [4.9170e-09,0.5*4.9170e-09,2*4.9170e-09]\n",
- "k_pl = [2.3586e-09,2.3586e-09,2.3586e-09*2] \n",
- "m_lam= [1.0776,1.0776,1.0776]\n",
- "x0 = np.array([1.0,1.0,1.0,1.0,-1,-1])"
+ "ic=4\n",
+ "blam_p = [4.0312e-08,4.0312e-08,4.0312e-08*5,5.7626e-08,5.6076e-08]\n",
+ "blam_n = [1.8157e-07,0.5*1.8157e-07,2*1.8157e-07*5,6.7490e-07,6.7429e-07]\n",
+ "blam_n2 = [4.9170e-09,0.5*4.9170e-09,2*4.9170e-09,1.7360e-07,1.7447e-07]\n",
+ "blam_p2 = [1.4406e-09,1.4406e-09,1.4406e-09,2.4735e-08,2.5257e-08]\n",
+ "k_pl = [2.3586e-09,2.3586e-09,2.3586e-09,1.4749e-08,2.3586e-09] \n",
+ "m_lam= [1.0776,1.0776,1.0776,1.02,1.02]\n",
+ "x0 = np.array([1.0,1.0,1.0,1.0,-1,-1,1.0])"
]
},
{
@@ -159,18 +159,20 @@
" # \"Negative electrode LAM constant proportional term [s-1]\": 1.27272e-06,\n",
" # \"Positive electrode LAM constant exponential term\": 1.1992,\n",
" # \"Negative electrode LAM constant exponential term\": 1.1992,\n",
- " \"SEI kinetic rate constant [m.s-1]\": 4.60788219e-16, #1.08494281e-16 , \n",
+ " \"SEI kinetic rate constant [m.s-1]\": 4.6079e-16, #1.08494281e-16 , \n",
" \"EC diffusivity [m2.s-1]\": 4.56607447e-19,#8.30909086e-19,\n",
" \"SEI growth activation energy [J.mol-1]\": 1.87422275e+04,#1.58777981e+04,\n",
- " # \"Lithium plating kinetic rate constant [m.s-1]\": 0,\n",
" \"Initial inner SEI thickness [m]\": 0e-09,\n",
" \"Initial outer SEI thickness [m]\": 5e-09,\n",
" \"SEI resistivity [Ohm.m]\": 30000.0,\n",
+ " \"Lithium plating kinetic rate constant [m.s-1]\": x0[3]*k_pl[ic],\n",
+ " # \"Li plating resistivity [Ohm.m]\": 0,\n",
+ " \"Li plating resistivity [Ohm.m]\": 30000.0,\n",
" \"Positive electrode LAM constant proportional term [s-1]\": x0[0]*blam_p[ic],\n",
" \"Negative electrode LAM constant proportional term [s-1]\": x0[1]*blam_n[ic],\n",
" \"Positive electrode LAM constant exponential term\": x0[2]*m_lam[ic],\n",
" \"Negative electrode LAM constant exponential term\": x0[2]*m_lam[ic],\n",
- " \"Lithium plating kinetic rate constant [m.s-1]\": x0[3]*k_pl[ic],\n",
+ " \n",
" \"Positive electrode LAM constant proportional term 2 [s-1]\": x0[5]*blam_p2[ic],\n",
" \"Negative electrode LAM constant proportional term 2 [s-1]\": x0[4]*blam_n2[ic],\n",
" \"Negative electrode diffusion coefficient [m2.s-1]\":8e-14,\n",
@@ -192,7 +194,7 @@
"metadata": {},
"outputs": [],
"source": [
- "all_sumvars_dict = cycle_adaptive_simulation_V2(spm, parameter_values, experiment,SOC_0, save_at_cycles=1)"
+ "# all_sumvars_dict = cycle_adaptive_simulation_V2(spm, parameter_values, experiment,SOC_0, save_at_cycles=1)"
]
},
{
@@ -201,7 +203,7 @@
"metadata": {},
"outputs": [],
"source": [
- "fig = plotc(all_sumvars_dict,dfe);\n",
+ "# fig = plotc(all_sumvars_dict,dfe_0);\n",
"# fig.savefig(fig_DIR +'fast_sim_'+cell_no+'_new.png')"
]
},
@@ -234,14 +236,14 @@
"metadata": {},
"outputs": [],
"source": [
- "ic=3\n",
- "blam_p = [4.0312e-08,4.0312e-08,4.0312e-08*5,5.7626e-08]\n",
- "blam_n = [1.8157e-07,0.5*1.8157e-07,2*1.8157e-07*5,6.7490e-07]\n",
- "blam_n2 = [4.9170e-09,0.5*4.9170e-09,2*4.9170e-09,1.7360e-07]\n",
- "blam_p2 = [1.4406e-09,1.4406e-09,1.4406e-09,2.4735e-08]\n",
- "k_pl = [2.3586e-09,2.3586e-09,2.3586e-09,1.4749e-08] \n",
+ "ic=4\n",
+ "blam_p = [4.0312e-08,4.0312e-08,4.0312e-08*5,5.7626e-08,5.6076e-08]\n",
+ "blam_n = [1.8157e-07,0.5*1.8157e-07,2*1.8157e-07*5,6.7490e-07,6.7429e-07]\n",
+ "blam_n2 = [4.9170e-09,0.5*4.9170e-09,2*4.9170e-09,1.7360e-07,1.7447e-07]\n",
+ "blam_p2 = [1.4406e-09,1.4406e-09,1.4406e-09,2.4735e-08,2.5257e-08]\n",
+ "k_pl = [2.3586e-09,2.3586e-09,2.3586e-09,1.4749e-08,2.3586e-09] \n",
"m_lam= [1.0776,1.0776,1.0776,1.02]\n",
- "x0 = np.array([1.0,1.0,1.0,1.0,-1,-1])"
+ "x0 = np.array([1.0,1.0,1.0,1.0,-1,-1,1.0])"
]
},
{
@@ -254,8 +256,8 @@
" return np.array(model.loc[data['N_mod']][\"Capacity [A.h]\"]) - np.array(data[\"Capacity [A.h]\"])\n",
"\n",
"def multi_objective(model, data):\n",
- " variables = [\"C_n\",\"C_p\",\"x_100\",\"y_0\"]\n",
- " weights = [1,1,5,5]\n",
+ " # variables = [\"C_n\",\"C_p\",\"x_100\",\"y_0\"]\n",
+ " # weights = [1,1,5,5]\n",
" # variables = [\"Capacity [A.h]\", \"Loss of lithium inventory [%]\"]\n",
" # # weights = [1,1/20]\n",
" variables = [\"Capacity [A.h]\", \"Loss of lithium inventory [%]\", \"C_n\", \"C_p\"]\n",
@@ -270,44 +272,51 @@
" # simulate\n",
" return cycle_adaptive_simulation_V2(spm, parameter_values, experiment, SOC_0,save_at_cycles=1,drive_cycle=None)\n",
"def prediction_error(x):\n",
- " cells = [3,6,12]\n",
+ " cells = [3,12]\n",
" try:\n",
" out=[]\n",
" for cell in cells:\n",
" cell_no,dfe,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
- " eps_n_data,eps_p_data,c_rate_c,c_rate_d,dis_set,Temp,SOC_0 = init_exp(cell_no,dfe,spm,parameter_values)\n",
+ " eps_n_data,eps_p_data,c_rate_c,c_rate_d,dis_set,Temp,SOC_0 = init_exp(cell_no,dfe_0,spm,parameter_values)\n",
" # print(f\"Cell: {cell_no}\")\n",
- " if cell == 19:\n",
- " experiment = pybamm.Experiment(\n",
- " [\n",
- " (\"Run DriveCycle (A)\",\n",
- " \"Rest for 5 min\",\n",
- " \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
- " \"Hold at 4.2V until C/50\")\n",
- " ] *dfe.N.iloc[-1],\n",
- " # ] *1,\n",
- " drive_cycles={\"DriveCycle\": drive_cycle},\n",
- " termination=\"50% capacity\",\n",
- " # cccv_handling=\"ode\",\n",
+ " if cell == 9:\n",
+ " parameter_values.update(\n",
+ " {\n",
+ " \"Lithium plating kinetic rate constant [m.s-1]\": x[3]*k_pl[ic],\n",
+ " \"Li plating resistivity [Ohm.m]\": 30000.0,\n",
+ " },\n",
+ " check_already_exists=False,\n",
" )\n",
" else:\n",
- " experiment = pybamm.Experiment(\n",
- " [\n",
- " (\"Discharge at \"+c_rate_d+dis_set,\n",
- " \"Rest for 5 min\",\n",
- " \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
- " \"Hold at 4.2V until C/50\")\n",
- " ] *dfe.N.iloc[-1],\n",
- " termination=\"50% capacity\",\n",
- " # cccv_handling=\"ode\",\n",
+ " parameter_values.update(\n",
+ " {\n",
+ " \"Lithium plating kinetic rate constant [m.s-1]\": 0,\n",
+ " \"Li plating resistivity [Ohm.m]\": 0,\n",
+ " },\n",
+ " check_already_exists=False,\n",
" )\n",
+ " experiment = pybamm.Experiment(\n",
+ " [\n",
+ " (\"Discharge at \"+c_rate_d+dis_set,\n",
+ " \"Rest for 5 min\",\n",
+ " \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
+ " \"Hold at 4.2V until C/50\")\n",
+ " ] *dfe_0.N.iloc[-1],\n",
+ " termination=\"50% capacity\",\n",
+ " # cccv_handling=\"ode\",\n",
+ " )\n",
" parameter_values.update(\n",
" {\n",
" \"Positive electrode LAM constant proportional term [s-1]\": x[0]*blam_p[ic],\n",
" \"Negative electrode LAM constant proportional term [s-1]\": x[1]*blam_n[ic],\n",
" \"Positive electrode LAM constant exponential term\": x[2]*2,\n",
" \"Negative electrode LAM constant exponential term\": x[2]*2,\n",
+ " # \"SEI kinetic rate constant [m.s-1]\": x[3]*4.6079e-16,\n",
+ " \"SEI kinetic rate constant [m.s-1]\": 4.6079e-16,\n",
+ " \"EC diffusivity [m2.s-1]\": 3.6445036597199e-18,\n",
" \"Lithium plating kinetic rate constant [m.s-1]\": x[3]*k_pl[ic],\n",
+ " \"Li plating resistivity [Ohm.m]\": 30000.0,\n",
+ " # \"Lithium plating kinetic rate constant [m.s-1]\": x[3]*k_pl[ic],\n",
" \"Positive electrode LAM constant proportional term 2 [s-1]\": x[5]*blam_p2[ic],\n",
" \"Negative electrode LAM constant proportional term 2 [s-1]\": x[4]*blam_n2[ic],\n",
" \"Negative electrode active material volume fraction\": eps_n_data,\n",
@@ -332,26 +341,30 @@
" check_already_exists=False,\n",
" ) \n",
" model = cycle_adaptive_simulation_V2(spm, parameter_values, experiment, SOC_0,save_at_cycles=1,drive_cycle=None)\n",
- " out_t = 1/len(dfe)*multi_objective(pd.DataFrame(model), dfe)\n",
+ " out_t = 1/len(dfe_0)*multi_objective(pd.DataFrame(model), dfe_0)\n",
" out=np.concatenate([out,out_t])\n",
" print(f\"x={x}, norm={np.linalg.norm(out)}\")\n",
- " except:\n",
+ " except Exception as error:\n",
" out=[]\n",
" for cell in cells:\n",
" cell_no,dfe,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
- " out_t = 1/len(dfe)*np.concatenate([np.array(dfe['Cap'])]*4)\n",
+ " out_t = 1/len(dfe_0)*np.concatenate([np.array(dfe_0['Cap'])]*4)\n",
" out=np.concatenate([out, out_t])\n",
" out = 2*np.ones_like(out)\n",
" print(f\"Error\")\n",
+ " print(error)\n",
" print(f\"x={x}, norm={np.linalg.norm(out)}\")\n",
" return out\n",
"\n",
"def train_model():\n",
" timer = pybamm.Timer()\n",
- " x0 = np.array([1.0,1.0,1.0,1.0,-1,-1])\n",
- " x0 = np.array([1.0,1.0,0.52,1.0,-1,-1])\n",
- " lower = np.array([1e-2, 1e-2, 0.51, 1e-1, -1e+2, -1e+2])\n",
- " upper = np.array([1e+2, 1e+2, 1.50, 1e+1, -1e-2, -1e-2])\n",
+ " \n",
+ " x0 = np.array([1.0,1.0,0.51,1.0,-1.0,-1.0])\n",
+ " lower = np.array([1e-1, 1e-1, 0.5, 1e-1, -1e+1, -1e+1])\n",
+ " upper = np.array([1e+1, 1e+1, 1.50, 1e+2, -1e-1, -1e-1])\n",
+ " # x0 = np.array([1.0,1.0,0.51,1.0,-1.0,-1.0,1.0])\n",
+ " # lower = np.array([1e-1, 1e-1, 0.5, 1e-1, -1e+1, -1e+1, 1e-2])\n",
+ " # upper = np.array([1e+1, 1e+1, 1.50, 1e+1, -1e-1, -1e-1, 1e+2])\n",
" dfo_opts = {\n",
" \"init.random_initial_directions\":True,\n",
" \"init.run_in_parallel\": True,\n",
@@ -366,9 +379,11 @@
" df['x_1'][0]=round(xsol[1],4)*blam_n[ic]\n",
" df['x_2'][0]=round(xsol[2]*2,4)\n",
" df['x_3'][0]=round(xsol[3],4)*k_pl[ic]\n",
+ " # df['x_3'][0]=round(xsol[3],4)*4.56607447e-19\n",
" # df['x_4'][0]=round(xsol[4],4)*alam_p[ic]\n",
" df['x_4'][0]=round(xsol[4],4)*blam_n2[ic]\n",
" df['x_5'][0]=round(xsol[5],4)*blam_p2[ic]\n",
+ " # df['x_6'][0]=round(xsol[6],4)*4.56607447e-19\n",
" df['obj'][0]=soln_dfols.f\n",
" return xsol,df"
]
@@ -391,16 +406,43 @@
"x,df_x = sim_train(df_x)"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Versions\n",
+ "V3: Working version \n",
+ "V4: Constraint by 1/2 and 2 \n",
+ "V5: 1/5 and 5 \n",
+ "V6: 1/5 and 5 except for beta2s \n",
+ "V7: kpl=0, retune ksei \n",
+ "V8: kpl=0, retune ksei, better initial guess \n",
+ "V9: kpl=0, retune ksei, different cost function, better initial guess \n",
+ "V10: set plating to zero \n",
+ "V11: two stage: tune ksei with C/5 and then retune with plating \n",
+ "V12: split tuning: tune ksei with C/5 and plating with 2C simultaneously \n",
+ "V13: two stage: tune dsei with C/5 and then retune with plating "
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
- "sim_des=\"plating_mech_3_6_12_V3\"\n",
+ "sim_des=\"plating_mech_3_9_12_V13\"\n",
"df_x.to_csv(res_DIR + \"cycl_train_\"+sim_des+\".csv\")"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "res_DIR"
+ ]
+ },
{
"cell_type": "code",
"execution_count": null,
@@ -491,7 +533,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.7"
+ "version": "3.9.13"
},
"orig_nbformat": 4,
"vscode": {
diff --git a/gmproj/cycling_aging/tune_mech_highT_V3.ipynb b/gmproj/cycling_aging/tune_mech_highT_V3.ipynb
new file mode 100644
index 0000000000..68b3a21116
--- /dev/null
+++ b/gmproj/cycling_aging/tune_mech_highT_V3.ipynb
@@ -0,0 +1,587 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pybamm\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import math\n",
+ "import dfols\n",
+ "import signal\n",
+ "from scipy.integrate import solve_ivp\n",
+ "from scipy.fft import fft, fftfreq, fftshift\n",
+ "from scipy.signal import savgol_filter\n",
+ "from scipy.signal import find_peaks\n",
+ "from scipy import interpolate\n",
+ "from stopit import threading_timeoutable as timeoutable\n",
+ "import os, sys\n",
+ "sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(\"__file__\"))))\n",
+ "from stopit import threading_timeoutable as timeoutable\n",
+ "from batfuns import *\n",
+ "plt.rcParams = set_rc_params(plt.rcParams)\n",
+ "\n",
+ "eSOH_DIR = \"../data/esoh_R/\"\n",
+ "oCV_DIR = \"../data/ocv/\"\n",
+ "fig_DIR = \"../figures/figures_fit/\"\n",
+ "res_DIR = \"../data/results_fit/\"\n",
+ "cyc_DIR = \"../data/cycling/\"\n",
+ "# %matplotlib widget"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "parameter_values = get_parameter_values()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# parameter_values.search(\"Li\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "spm = pybamm.lithium_ion.SPM(\n",
+ " {\n",
+ " \"SEI\": \"ec reaction limited\",\n",
+ " # \"loss of active material\": (\"stress-driven\",\"none\"),\n",
+ " \"loss of active material\": \"stress-driven\",\n",
+ " \"lithium plating\": \"irreversible\",\n",
+ " \"stress-induced diffusion\": \"false\",\n",
+ " }\n",
+ ")\n",
+ "# spm.print_parameter_info()\n",
+ "param=spm.param"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell = 9"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Load eSOH Data and OCV Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell_no,dfe,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ "eps_n_data,eps_p_data,c_rate_c,c_rate_d,dis_set,Temp,SOC_0 = init_exp(cell_no,dfe_0,spm,parameter_values)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pybamm.set_logging_level(\"WARNING\")\n",
+ "# pybamm.set_logging_level(\"NOTICE\")\n",
+ "# drive_cycle = pd.read_csv(cyc_DIR+'peyman_drive_cycle_current'+'.csv', comment=\"#\", header=None).to_numpy()\n",
+ "experiment = pybamm.Experiment(\n",
+ " [\n",
+ " (\"Discharge at \"+c_rate_d+dis_set,\n",
+ " \"Rest for 5 min\",\n",
+ " \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
+ " \"Hold at 4.2V until C/100\")\n",
+ " ] *dfe_0.N.iloc[-1],\n",
+ " termination=\"50% capacity\",\n",
+ "# cccv_handling=\"ode\",\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ic=4\n",
+ "blam_p = [4.0312e-08,4.0312e-08,4.0312e-08*5,5.7626e-08,5.6076e-08]\n",
+ "blam_n = [1.8157e-07,0.5*1.8157e-07,2*1.8157e-07*5,6.7490e-07,6.7429e-07]\n",
+ "blam_n2 = [4.9170e-09,0.5*4.9170e-09,2*4.9170e-09,1.7360e-07,1.7447e-07]\n",
+ "blam_p2 = [1.4406e-09,1.4406e-09,1.4406e-09,2.4735e-08,2.5257e-08]\n",
+ "k_pl = [2.3586e-09,2.3586e-09,2.3586e-09,1.4749e-08,2.3586e-09] \n",
+ "m_lam= [1.0776,1.0776,1.0776,1.02,1.02]\n",
+ "x0 = np.array([1.0,1.0,1.0,1.0,-1,-1,1.0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "45"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "Temp"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "parameter_values = get_parameter_values()\n",
+ "parameter_values.update(\n",
+ " {\n",
+ " \"Negative electrode active material volume fraction\": eps_n_data,\n",
+ " \"Positive electrode active material volume fraction\": eps_p_data,\n",
+ " \"Initial temperature [K]\": 273.15+Temp,\n",
+ " \"Ambient temperature [K]\": 273.15+Temp,\n",
+ " # \"Positive electrode LAM constant proportional term [s-1]\": 1.27152e-07,\n",
+ " # \"Negative electrode LAM constant proportional term [s-1]\": 1.27272e-06,\n",
+ " # \"Positive electrode LAM constant exponential term\": 1.1992,\n",
+ " # \"Negative electrode LAM constant exponential term\": 1.1992,\n",
+ " \"SEI kinetic rate constant [m.s-1]\": x0[6]*4.6079e-16, #1.08494281e-16 , \n",
+ " \"EC diffusivity [m2.s-1]\": 4.56607447e-19,#8.30909086e-19,\n",
+ " \"SEI growth activation energy [J.mol-1]\": 1.87422275e+04,#1.58777981e+04,\n",
+ " \"Initial inner SEI thickness [m]\": 0e-09,\n",
+ " \"Initial outer SEI thickness [m]\": 5e-09,\n",
+ " \"SEI resistivity [Ohm.m]\": 30000.0,\n",
+ " \"Lithium plating kinetic rate constant [m.s-1]\": x0[3]*k_pl[ic],\n",
+ " # \"Li plating resistivity [Ohm.m]\": 0,\n",
+ " \"Li plating resistivity [Ohm.m]\": 30000.0,\n",
+ " \"Positive electrode LAM constant proportional term [s-1]\": x0[0]*blam_p[ic],\n",
+ " \"Negative electrode LAM constant proportional term [s-1]\": x0[1]*blam_n[ic],\n",
+ " \"Positive electrode LAM constant exponential term\": x0[2]*m_lam[ic],\n",
+ " \"Negative electrode LAM constant exponential term\": x0[2]*m_lam[ic],\n",
+ " \n",
+ " \"Positive electrode LAM constant proportional term 2 [s-1]\": x0[5]*blam_p2[ic],\n",
+ " \"Negative electrode LAM constant proportional term 2 [s-1]\": x0[4]*blam_n2[ic],\n",
+ " \"Negative electrode diffusion coefficient [m2.s-1]\":8e-14,\n",
+ " \"Negative electrode partial molar volume [m3.mol-1]\": 7e-06,\n",
+ " \"Negative electrode LAM min stress [Pa]\": 0,\n",
+ " \"Negative electrode LAM max stress [Pa]\": 0,\n",
+ " \"Positive electrode LAM min stress [Pa]\": 0,\n",
+ " \"Positive electrode LAM max stress [Pa]\": 0,\n",
+ " # \"Negative electrode critical stress [Pa]\": 20e+06,\n",
+ " # \"Positive electrode critical stress [Pa]\": 40e+06,\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# all_sumvars_dict = cycle_adaptive_simulation_V2(spm, parameter_values, experiment,SOC_0, save_at_cycles=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# fig = plotc(all_sumvars_dict,dfe_0);\n",
+ "# fig.savefig(fig_DIR +'fast_sim_'+cell_no+'_new.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# fgdfdfg"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Parameter Fitting"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## List of Initial Conditions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ic=4\n",
+ "blam_p = [4.0312e-08,4.0312e-08,4.0312e-08*5,5.7626e-08,5.6076e-08]\n",
+ "blam_n = [1.8157e-07,0.5*1.8157e-07,2*1.8157e-07*5,6.7490e-07,6.7429e-07]\n",
+ "blam_n2 = [4.9170e-09,0.5*4.9170e-09,2*4.9170e-09,1.7360e-07,1.7447e-07]\n",
+ "blam_p2 = [1.4406e-09,1.4406e-09,1.4406e-09,2.4735e-08,2.5257e-08]\n",
+ "k_pl = [2.3586e-09,2.3586e-09,2.3586e-09,1.4749e-08,2.3586e-09] \n",
+ "m_lam= [1.0776,1.0776,1.0776,1.02]\n",
+ "x0 = np.array([1.0,1.0,1.0,1.0,-1,-1])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def objective(model, data):\n",
+ " return np.array(model.loc[data['N_mod']][\"Capacity [A.h]\"]) - np.array(data[\"Capacity [A.h]\"])\n",
+ "\n",
+ "def multi_objective(model, data):\n",
+ " # variables = [\"C_n\",\"C_p\",\"x_100\",\"y_0\"]\n",
+ " # weights = [1,1,5,5]\n",
+ " # variables = [\"Capacity [A.h]\", \"Loss of lithium inventory [%]\"]\n",
+ " # # weights = [1,1/20]\n",
+ " variables = [\"Capacity [A.h]\", \"Loss of lithium inventory [%]\", \"C_n\", \"C_p\"]\n",
+ " weights = [1,1/20,1,1]\n",
+ " return np.concatenate([\n",
+ " (np.array(model.loc[data['N_mod']][var]) - np.array(data[var])) * w\n",
+ " for w,var in zip(weights,variables)\n",
+ " ]\n",
+ " )\n",
+ "@timeoutable()\n",
+ "def simulate(x,eps_n_data,eps_p_data,SOC_0,Temp,experiment,parameter_values):\n",
+ " # simulate\n",
+ " return cycle_adaptive_simulation_V2(spm, parameter_values, experiment, SOC_0,save_at_cycles=1,drive_cycle=None)\n",
+ "def prediction_error(x):\n",
+ " cells = [3,9,12]\n",
+ " try:\n",
+ " out=[]\n",
+ " for cell in cells:\n",
+ " cell_no,dfe,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ " eps_n_data,eps_p_data,c_rate_c,c_rate_d,dis_set,Temp,SOC_0 = init_exp(cell_no,dfe_0,spm,parameter_values)\n",
+ " # print(f\"Cell: {cell_no}\")\n",
+ " experiment = pybamm.Experiment(\n",
+ " [\n",
+ " (\"Discharge at \"+c_rate_d+dis_set,\n",
+ " \"Rest for 5 min\",\n",
+ " \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
+ " \"Hold at 4.2V until C/50\")\n",
+ " ] *dfe_0.N.iloc[-1],\n",
+ " termination=\"50% capacity\",\n",
+ " # cccv_handling=\"ode\",\n",
+ " )\n",
+ " parameter_values.update(\n",
+ " {\n",
+ " \"Positive electrode LAM constant proportional term [s-1]\": x[0]*blam_p[ic],\n",
+ " \"Negative electrode LAM constant proportional term [s-1]\": x[1]*blam_n[ic],\n",
+ " \"Positive electrode LAM constant exponential term\": x[2]*2,\n",
+ " \"Negative electrode LAM constant exponential term\": x[2]*2,\n",
+ " # \"SEI kinetic rate constant [m.s-1]\": x[3]*4.6079e-16,\n",
+ " \"SEI kinetic rate constant [m.s-1]\": 1.4840e-15,\n",
+ " \"Lithium plating kinetic rate constant [m.s-1]\": x[3]*k_pl[ic],\n",
+ " \"Positive electrode LAM constant proportional term 2 [s-1]\": x[5]*blam_p2[ic],\n",
+ " \"Negative electrode LAM constant proportional term 2 [s-1]\": x[4]*blam_n2[ic],\n",
+ " \"Negative electrode active material volume fraction\": eps_n_data,\n",
+ " \"Positive electrode active material volume fraction\": eps_p_data,\n",
+ " \"Negative electrode diffusion coefficient [m2.s-1]\":8e-14,\n",
+ " \"Initial temperature [K]\": 273.15+Temp,\n",
+ " \"Ambient temperature [K]\": 273.15+Temp,\n",
+ " \"Negative electrode LAM min stress [Pa]\": 0,\n",
+ " \"Negative electrode LAM max stress [Pa]\": 0,\n",
+ " \"Positive electrode LAM min stress [Pa]\": 0,\n",
+ " \"Positive electrode LAM max stress [Pa]\": 0,\n",
+ " \"Negative electrode partial molar volume [m3.mol-1]\": 7e-06,\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ " )\n",
+ " if cell == 15 or cell == 18:\n",
+ " parameter_values.update(\n",
+ " {\n",
+ " \"Negative electrode partial molar volume [m3.mol-1]\": 7e-06,\n",
+ "\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ " ) \n",
+ " model = cycle_adaptive_simulation_V2(spm, parameter_values, experiment, SOC_0,save_at_cycles=1,drive_cycle=None)\n",
+ " out_t = 1/len(dfe_0)*multi_objective(pd.DataFrame(model), dfe_0)\n",
+ " out=np.concatenate([out,out_t])\n",
+ " print(f\"x={x}, norm={np.linalg.norm(out)}\")\n",
+ " except Exception as error:\n",
+ " out=[]\n",
+ " for cell in cells:\n",
+ " cell_no,dfe,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ " out_t = 1/len(dfe_0)*np.concatenate([np.array(dfe_0['Cap'])]*4)\n",
+ " out=np.concatenate([out, out_t])\n",
+ " out = 2*np.ones_like(out)\n",
+ " print(f\"Error\")\n",
+ " print(error)\n",
+ " print(f\"x={x}, norm={np.linalg.norm(out)}\")\n",
+ " return out\n",
+ "\n",
+ "def train_model():\n",
+ " timer = pybamm.Timer()\n",
+ " x0 = np.array([1.0,1.0,1.0,1.0,-1,-1])\n",
+ " x0 = np.array([1.0,1.0,0.51,1.0,-1.0,-1.0])\n",
+ " lower = np.array([1e-1, 1e-1, 0.5, 1e-1, -1e+1, -1e+1])\n",
+ " upper = np.array([1e+1, 1e+1, 1.50, 1e+2, -1e-1, -1e-1])\n",
+ " dfo_opts = {\n",
+ " \"init.random_initial_directions\":True,\n",
+ " \"init.run_in_parallel\": True,\n",
+ " }\n",
+ " soln_dfols = dfols.solve(prediction_error, x0,bounds=(lower, upper), rhoend=1e-2, user_params=dfo_opts)\n",
+ " print(timer.time())\n",
+ " return soln_dfols\n",
+ "def sim_train(df):\n",
+ " soln_dfols = train_model()\n",
+ " xsol = soln_dfols.x\n",
+ " df['x_0'][0]=round(xsol[0],4)*blam_p[ic]\n",
+ " df['x_1'][0]=round(xsol[1],4)*blam_n[ic]\n",
+ " df['x_2'][0]=round(xsol[2]*2,4)\n",
+ " df['x_3'][0]=round(xsol[3],4)*k_pl[ic]\n",
+ " # df['x_4'][0]=round(xsol[4],4)*alam_p[ic]\n",
+ " df['x_4'][0]=round(xsol[4],4)*blam_n2[ic]\n",
+ " df['x_5'][0]=round(xsol[5],4)*blam_p2[ic]\n",
+ " df['obj'][0]=soln_dfols.f\n",
+ " return xsol,df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_x = pd.DataFrame(columns=['x_0','x_1','x_2','x_3','x_4','x_5','obj'], index=[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "x=[ 1. 1. 0.51 1. -1. -1. ], norm=0.17028935894712394\n",
+ "x=[ 0.96616127 0.99185382 0.5 1.00924175 -0.98343456 -1.00299245], norm=0.16330803257106266\n",
+ "x=[ 1.04714458 0.9738497 0.51255998 1.06688465 -0.95022176 -0.98835664], norm=0.18357072858182816\n",
+ "x=[ 1.00225344 1.00754296 0.5 0.99925981 -0.99702867 -0.99843581], norm=0.15772285845597078\n",
+ "x=[ 1.00623577 0.98110772 0.5 0.98422493 -0.99393291 -1.00080053], norm=0.165101050700687\n",
+ "x=[ 1.00299569 0.99603181 0.5 1.00915329 -1.01121569 -1.02347409], norm=0.1597969205351015\n",
+ "x=[ 0.99759285 0.99143914 0.5 1.00833259 -1.01679996 -0.98332401], norm=0.1615415793277993\n",
+ "x=[ 1.01498212 1.1063133 0.5 1.00381351 -0.99469961 -1.00593515], norm=0.1339737118757785\n",
+ "x=[ 1.17747982 1.34479161 0.5 1.0402114 -0.73948562 -1.1072446 ], norm=0.0962273287107746\n",
+ "x=[ 2.11987914 1.32786579 0.5 2.32201988 -0.63827843 -0.97188889], norm=0.08079756091369532\n",
+ "x=[ 2.11115197 1.33100384 0.5 3.10808878 -0.70988443 -0.9396434 ], norm=0.07667833169001516\n",
+ "x=[ 2.093966 1.32418301 0.5 3.21849218 -0.71748125 -0.95599841], norm=0.07667700320956769\n",
+ "x=[ 2.09666934 1.33014089 0.59921397 3.21786801 -0.7267569 -0.96122875], norm=0.2147500196088422\n",
+ "x=[ 2.13818677 1.3258127 0.5 3.13291513 -0.71823328 -0.9292053 ], norm=0.07668773978590217\n",
+ "x=[ 2.07676726 1.25372973 0.51186202 3.2215022 -0.66573377 -0.91226092], norm=0.10283806803263133\n",
+ "x=[ 2.08057417 1.33040847 0.5 3.14014068 -0.70999782 -1.0158895 ], norm=0.07672944463929005\n",
+ "x=[ 2.05140239 1.32248927 0.5 3.20039697 -0.7262269 -0.93921903], norm=0.07673143000916822\n",
+ "x=[ 2.09275235 1.33174475 0.50044219 3.2185588 -0.70937122 -0.95401483], norm=0.07681406334292776\n",
+ "x=[ 2.10337065 1.32241041 0.5 3.2057176 -0.72613575 -0.96711927], norm=0.07669558377699544\n",
+ "x=[ 2.09248032 1.3177434 0.50086044 3.21657621 -0.71097395 -0.95909162], norm=0.07715386592438149\n",
+ "x=[ 2.09689212 1.32216164 0.5 3.2219178 -0.72279228 -0.94911292], norm=0.07667502114489144\n",
+ "x=[ 2.09637558 1.32273994 0.50985094 3.22280592 -0.72375812 -0.94991047], norm=0.08248247241353418\n",
+ "x=[ 2.10115941 1.32422032 0.5 3.21619419 -0.71889458 -0.9436723 ], norm=0.07667940334767576\n",
+ "21 minutes, 43 seconds\n"
+ ]
+ }
+ ],
+ "source": [
+ "x,df_x = sim_train(df_x)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Versions\n",
+ "V3: Working version \n",
+ "V4: Constraint by 1/2 and 2 \n",
+ "V5: 1/5 and 5 \n",
+ "V6: 1/5 and 5 except for beta2s \n",
+ "V7: kpl=0, retune ksei \n",
+ "V8: kpl=0, retune ksei, better initial guess \n",
+ "V9: kpl=0, retune ksei, different cost function, better initial guess \n",
+ "V10: set plating to zero \n",
+ "V11: two stage: tune ksei with C/5 and then retune with plating \n",
+ "V12: split tuning: tune ksei with C/5 and plating with 2C simultaneously "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sim_des=\"plating_mech_3_9_12_V11\"\n",
+ "df_x.to_csv(res_DIR + \"cycl_train_\"+sim_des+\".csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'../data/results_fit/'"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "res_DIR"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'sdsdsdsd' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[1;32mIn[20], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43msdsdsdsd\u001b[49m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'sdsdsdsd' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "sdsdsdsd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "xsol = x"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(f\"{df_x['x_0'][0]:0.4e},{df_x['x_1'][0]:0.4e},{df_x['x_2'][0]},{df_x['x_3'][0]:0.4e},{df_x['x_4'][0]:0.4e},{df_x['x_5'][0]:0.4e}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def plotcn(all_sumvars_dict,esoh_data):\n",
+ " esoh_vars = [\"x_100\", \"y_0\", \"C_n_loss\", \"C_p_loss\", \"Capacity [A.h]\", \"Loss of lithium inventory [%]\"]\n",
+ " all_sumvars_dict[\"C_n_loss\"] = (all_sumvars_dict[\"C_n\"][0]-all_sumvars_dict[\"C_n\"])/all_sumvars_dict[\"C_n\"][0]*100\n",
+ " all_sumvars_dict[\"C_p_loss\"] = (all_sumvars_dict[\"C_p\"][0]-all_sumvars_dict[\"C_p\"])/all_sumvars_dict[\"C_p\"][0]*100\n",
+ " esoh_data[\"C_n_loss\"] = (esoh_data[\"C_n\"][0]-esoh_data[\"C_n\"])/esoh_data[\"C_n\"][0]*100\n",
+ " esoh_data[\"C_p_loss\"] = (esoh_data[\"C_p\"][0]-esoh_data[\"C_p\"])/esoh_data[\"C_p\"][0]*100\n",
+ " fig, axes = plt.subplots(3,2,figsize=(7,7))\n",
+ " for k, name in enumerate(esoh_vars):\n",
+ " ax = axes.flat[k]\n",
+ " ax.plot(all_sumvars_dict[\"Cycle number\"],all_sumvars_dict[name],\"ro\")\n",
+ " ax.plot(esoh_data[\"N\"],esoh_data[name],\"kx\")\n",
+ " ax.set_title(split_long_string(name))\n",
+ " # if k ==2 or k==3:\n",
+ " # ax.set_ylim([3,6.2])\n",
+ " if k>3:\n",
+ " ax.set_xlabel(\"Cycle number\")\n",
+ " fig.legend([\"Sim\"] + [\"Data\"], \n",
+ " loc=\"lower center\",bbox_to_anchor=[0.5,-0.02], ncol=1, fontsize=11)\n",
+ " fig.tight_layout()\n",
+ " return fig"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sim_des"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig_DIR"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.13"
+ },
+ "orig_nbformat": 4,
+ "vscode": {
+ "interpreter": {
+ "hash": "fe6e1a396f7757d05554318f98bb2d7e7d3785df9fdbcce0707f057fad4349a9"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/gmproj/cycling_aging/tune_mech_mixed.ipynb b/gmproj/cycling_aging/tune_mech_mixed.ipynb
index e15cf0d445..348b8de73b 100644
--- a/gmproj/cycling_aging/tune_mech_mixed.ipynb
+++ b/gmproj/cycling_aging/tune_mech_mixed.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -35,7 +35,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -44,7 +44,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -53,7 +53,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -72,7 +72,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -88,7 +88,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -98,7 +98,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -119,7 +119,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -156,32 +156,9 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "ename": "KeyError",
- "evalue": "\"Cannot update parameter 'Negative electrode LAM min stress [Pa]' as it does not have a default value. ('Negative electrode LAM min stress [Pa]' not found. Best matches are ['Negative electrode critical stress [Pa]', 'Negative electrode thickness [m]', 'Positive electrode critical stress [Pa]']). If you are sure you want to update this parameter, use param.update({{name: value}}, check_already_exists=False)\"",
- "output_type": "error",
- "traceback": [
- "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)",
- "File \u001b[1;32mc:\\users\\spannala\\pybamm\\pybamm\\util.py:59\u001b[0m, in \u001b[0;36mFuzzyDict.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 58\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m---> 59\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39msuper\u001b[39;49m()\u001b[39m.\u001b[39;49m\u001b[39m__getitem__\u001b[39;49m(key)\n\u001b[0;32m 60\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m:\n",
- "\u001b[1;31mKeyError\u001b[0m: 'Negative electrode LAM min stress [Pa]'",
- "\nDuring handling of the above exception, another exception occurred:\n",
- "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)",
- "File \u001b[1;32mc:\\users\\spannala\\pybamm\\pybamm\\parameters\\parameter_values.py:286\u001b[0m, in \u001b[0;36mParameterValues.update\u001b[1;34m(self, values, check_conflict, check_already_exists, path)\u001b[0m\n\u001b[0;32m 285\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m--> 286\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_dict_items[name]\n\u001b[0;32m 287\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n",
- "File \u001b[1;32mc:\\users\\spannala\\pybamm\\pybamm\\util.py:73\u001b[0m, in \u001b[0;36mFuzzyDict.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 72\u001b[0m best_matches \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mget_best_matches(key)\n\u001b[1;32m---> 73\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(\u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m'\u001b[39m\u001b[39m{\u001b[39;00mkey\u001b[39m}\u001b[39;00m\u001b[39m'\u001b[39m\u001b[39m not found. Best matches are \u001b[39m\u001b[39m{\u001b[39;00mbest_matches\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m)\n",
- "\u001b[1;31mKeyError\u001b[0m: \"'Negative electrode LAM min stress [Pa]' not found. Best matches are ['Negative electrode critical stress [Pa]', 'Negative electrode thickness [m]', 'Positive electrode critical stress [Pa]']\"",
- "\nDuring handling of the above exception, another exception occurred:\n",
- "\u001b[1;31mKeyError\u001b[0m Traceback (most recent call last)",
- "\u001b[1;32mc:\\Users\\spannala\\PyBaMM\\gmproj\\cycling_aging\\tune_mech_mixed.ipynb Cell 10\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m all_sumvars_dict \u001b[39m=\u001b[39m cycle_adaptive_simulation(spm, parameter_values, experiment,SOC_0, save_at_cycles\u001b[39m=\u001b[39;49m\u001b[39m1\u001b[39;49m)\n",
- "File \u001b[1;32mc:\\Users\\spannala\\PyBaMM\\gmproj\\batfuns.py:143\u001b[0m, in \u001b[0;36mcycle_adaptive_simulation\u001b[1;34m(model, parameter_values, experiment, SOC_0, save_at_cycles, drive_cycle)\u001b[0m\n\u001b[0;32m 124\u001b[0m esoh_sol \u001b[39m=\u001b[39m esoh_sim\u001b[39m.\u001b[39msolve(\n\u001b[0;32m 125\u001b[0m [\u001b[39m0\u001b[39m],\n\u001b[0;32m 126\u001b[0m inputs\u001b[39m=\u001b[39m{\u001b[39m\"\u001b[39m\u001b[39mV_min\u001b[39m\u001b[39m\"\u001b[39m: Vmin, \u001b[39m\"\u001b[39m\u001b[39mV_max\u001b[39m\u001b[39m\"\u001b[39m: Vmax, \u001b[39m\"\u001b[39m\u001b[39mC_n\u001b[39m\u001b[39m\"\u001b[39m: Cn, \u001b[39m\"\u001b[39m\u001b[39mC_p\u001b[39m\u001b[39m\"\u001b[39m: Cp, \u001b[39m\"\u001b[39m\u001b[39mn_Li\u001b[39m\u001b[39m\"\u001b[39m: n_Li_init},\n\u001b[0;32m 127\u001b[0m solver\u001b[39m=\u001b[39mpybamm\u001b[39m.\u001b[39mAlgebraicSolver(),\n\u001b[0;32m 128\u001b[0m )\n\u001b[0;32m 130\u001b[0m parameter_values\u001b[39m.\u001b[39mupdate(\n\u001b[0;32m 131\u001b[0m {\n\u001b[0;32m 132\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mInitial concentration in negative electrode [mol.m-3]\u001b[39m\u001b[39m\"\u001b[39m: esoh_sol[\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 141\u001b[0m }\n\u001b[0;32m 142\u001b[0m )\n\u001b[1;32m--> 143\u001b[0m parameter_values\u001b[39m.\u001b[39;49mupdate(\n\u001b[0;32m 144\u001b[0m {\n\u001b[0;32m 145\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mNegative electrode LAM min stress [Pa]\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m0\u001b[39;49m,\n\u001b[0;32m 146\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mNegative electrode LAM max stress [Pa]\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m0\u001b[39;49m,\n\u001b[0;32m 147\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mPositive electrode LAM min stress [Pa]\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m0\u001b[39;49m,\n\u001b[0;32m 148\u001b[0m \u001b[39m\"\u001b[39;49m\u001b[39mPositive electrode LAM max stress [Pa]\u001b[39;49m\u001b[39m\"\u001b[39;49m: \u001b[39m0\u001b[39;49m,\n\u001b[0;32m 149\u001b[0m },\n\u001b[0;32m 150\u001b[0m )\n\u001b[0;32m 152\u001b[0m sim_ode \u001b[39m=\u001b[39m pybamm\u001b[39m.\u001b[39mSimulation(\n\u001b[0;32m 153\u001b[0m model, experiment\u001b[39m=\u001b[39mexperiment_one_cycle, parameter_values\u001b[39m=\u001b[39mparameter_values,\n\u001b[0;32m 154\u001b[0m solver\u001b[39m=\u001b[39mpybamm\u001b[39m.\u001b[39mCasadiSolver(\u001b[39m\"\u001b[39m\u001b[39msafe\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m 155\u001b[0m )\n\u001b[0;32m 156\u001b[0m sol0 \u001b[39m=\u001b[39m sim_ode\u001b[39m.\u001b[39msolve(initial_soc\u001b[39m=\u001b[39mSOC_0)\n",
- "File \u001b[1;32mc:\\users\\spannala\\pybamm\\pybamm\\parameters\\parameter_values.py:288\u001b[0m, in \u001b[0;36mParameterValues.update\u001b[1;34m(self, values, check_conflict, check_already_exists, path)\u001b[0m\n\u001b[0;32m 286\u001b[0m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dict_items[name]\n\u001b[0;32m 287\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n\u001b[1;32m--> 288\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(\n\u001b[0;32m 289\u001b[0m \u001b[39m\"\u001b[39m\u001b[39mCannot update parameter \u001b[39m\u001b[39m'\u001b[39m\u001b[39m{}\u001b[39;00m\u001b[39m'\u001b[39m\u001b[39m as it does not \u001b[39m\u001b[39m\"\u001b[39m\u001b[39m.\u001b[39mformat(name)\n\u001b[0;32m 290\u001b[0m \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mhave a default value. (\u001b[39m\u001b[39m{}\u001b[39;00m\u001b[39m). If you are \u001b[39m\u001b[39m\"\u001b[39m\u001b[39m.\u001b[39mformat(err\u001b[39m.\u001b[39margs[\u001b[39m0\u001b[39m])\n\u001b[0;32m 291\u001b[0m \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39msure you want to update this parameter, use \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 292\u001b[0m \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39mparam.update(\u001b[39m\u001b[39m{{\u001b[39m\u001b[39mname: value}}, check_already_exists=False)\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m 293\u001b[0m )\n\u001b[0;32m 294\u001b[0m \u001b[39m# if no conflicts, update, loading functions and data if they are specified\u001b[39;00m\n\u001b[0;32m 295\u001b[0m \u001b[39m# Functions are flagged with the string \"[function]\"\u001b[39;00m\n\u001b[0;32m 296\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39misinstance\u001b[39m(value, \u001b[39mstr\u001b[39m):\n",
- "\u001b[1;31mKeyError\u001b[0m: \"Cannot update parameter 'Negative electrode LAM min stress [Pa]' as it does not have a default value. ('Negative electrode LAM min stress [Pa]' not found. Best matches are ['Negative electrode critical stress [Pa]', 'Negative electrode thickness [m]', 'Positive electrode critical stress [Pa]']). If you are sure you want to update this parameter, use param.update({{name: value}}, check_already_exists=False)\""
- ]
- }
- ],
+ "outputs": [],
"source": [
"all_sumvars_dict = cycle_adaptive_simulation(spm, parameter_values, experiment,SOC_0, save_at_cycles=1)"
]
@@ -492,7 +469,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.7"
+ "version": "3.9.13"
},
"orig_nbformat": 4,
"vscode": {
diff --git a/gmproj/misc/hppc_sim_peyman.ipynb b/gmproj/misc/hppc_sim_peyman.ipynb
index 1e678d9b0a..7bd0085e4f 100644
--- a/gmproj/misc/hppc_sim_peyman.ipynb
+++ b/gmproj/misc/hppc_sim_peyman.ipynb
@@ -10,7 +10,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -45,7 +45,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -64,7 +64,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -73,7 +73,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -86,7 +86,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -114,7 +114,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -159,7 +159,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -168,7 +168,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -189,7 +189,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -203,7 +203,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -226,7 +226,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -238,7 +238,90 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Temp = 45\n",
+ "parameter_values.update(\n",
+ " {\n",
+ " \"Initial temperature [K]\": 273.15+Temp,\n",
+ " \"Ambient temperature [K]\": 273.15+Temp,\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pybamm.set_logging_level(\"NOTICE\")\n",
+ "parameter_values[\"Current function [A]\"] = current_interpolant\n",
+ "# var_pts=var_pts,\n",
+ "sim = pybamm.Simulation(spm, \n",
+ " parameter_values=parameter_values, \n",
+ " solver=pybamm.CasadiSolver(\n",
+ " mode=\"safe\", \n",
+ " rtol=1e-6, \n",
+ " atol=1e-6,\n",
+ " dt_max=1,\n",
+ " )\n",
+ " )\n",
+ "# sim.solve(t_eval=data_time,initial_soc =1)\n",
+ "sim.solve(t_eval=t_sim,initial_soc =1)\n",
+ "solution1= sim.solution"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "t1 = solution1[\"Time [s]\"].entries\n",
+ "V1 = solution1[\"Terminal voltage [V]\"].entries\n",
+ "I1 = solution1[\"Current [A]\"].entries\n",
+ "Q1 = -solution1['Discharge capacity [A.h]'].entries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig, ax1 = plt.subplots(1, 1, figsize=(8, 6), sharex=True)\n",
+ "# ax1.plot(data_time, data_voltage, 'k')\n",
+ "ax1.plot(t, V, 'g--')\n",
+ "ax1.plot(t1, V1, 'r--')\n",
+ "# ax1.plot(t1, V1, 'r-.')\n",
+ "ax1.set_ylabel(\"Voltage [V]\")\n",
+ "ax1.set_title(\"Cell 01 BOL HPPC\")\n",
+ "# ax1.set_ylim([2.7,4.2])\n",
+ "ax1.set_xlabel(\"Time [s]\")\n",
+ "# ax1.set_xlim([20370,20470])\n",
+ "ax1.legend(['Room','Hot'])\n",
+ "# ax1.legend(['data','sim','sim new'])\n",
+ "fig.tight_layout()\n",
+ "plt.show()\n",
+ "plt.savefig('cell_01_hppc_room_hot.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "dfgdfgdfgdfg"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -250,7 +333,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
@@ -261,65 +344,35 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
- "ii = 0\n",
- "t_d1 = data_time[idxd[ii]:idxd[ii+1]]-data_time[idxd[ii]]\n",
- "V_d1 = data_voltage[idxd[ii]:idxd[ii+1]]\n",
- "t_s1 = t[idx[ii]:idx[ii+1]]-t[idx[ii]]\n",
- "V_s1 = V[idx[ii]:idx[ii+1]]\n",
- "V_diff = data_voltage[idxd[ii]-10]-V[idx[ii]-10]\n",
- "V_sn1 = V_s1 + V_diff\n",
- "idxs1 = np.where( (abs(t_s1-1200)<1))[0][-1]\n",
- "idxd1 = np.where( (abs(t_d1-1200)<1))[0][-1]\n",
- "t_s = t_s1[:idxs1]\n",
- "V_s = V_s1[:idxs1]\n",
- "V_sn = V_sn1[:idxs1]\n",
- "t_d = t_d1[:idxd1]\n",
- "V_d = V_d1[:idxd1]\n",
- "int_V = interpolate.CubicSpline(t_s,V_sn,extrapolate=True)\n",
- "rmse_V = pybamm.rmse(V_d,int_V(t_d))"
+ "Is = np.insert(I1,0,0)\n",
+ "idxi = np.where((np.diff(-Is)<-0.1) & (abs(I)>4.9))[0]\n",
+ "idx1 = np.insert(idxi,idxi.size,len(I1)-1)"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": 16,
+ "execution_count": 24,
"metadata": {},
"outputs": [
- {
- "data": {
- "text/plain": [
- "[]"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- },
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "9e6c4b2e988c44e3827d6bb4fa6c03b6",
+ "model_id": "9f237628c06647e89a0b060be359d6ac",
"version_major": 2,
"version_minor": 0
},
- "image/png": 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",
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"text/html": [
"\n",
" \n",
" \n",
" Figure\n",
" \n",
- " \n",
+ " \n",
" \n",
" "
],
@@ -331,6 +384,65 @@
"output_type": "display_data"
}
],
+ "source": [
+ "i = 0\n",
+ "fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n",
+ "for ii in range(0,9):\n",
+ " ax1=axes.flat[ii]\n",
+ " ax1.plot(t[idx[ii]-10:idx[ii+1]]-t[idx[ii]], V[idx[ii]-10:idx[ii+1]], 'g')\n",
+ " ax1.plot(t1[idx1[ii]-10:idx1[ii+1]]-t1[idx1[ii]], V1[idx1[ii]-10:idx1[ii+1]], 'r')\n",
+ " # ax1.plot(t1, V1, 'r-.')\n",
+ " ax1.set_ylabel(\"Voltage [V]\")\n",
+ " # ax1.set_title(\"Cell 01 Fresh HPPC\")\n",
+ " # ax1.set_ylim([data_voltage[idxd[ii]]-0.05,max(data_voltage[idxd[ii]-10:idxd[ii+1]])+0.05])\n",
+ " ax1.set_xlim([0,1200])\n",
+ " ax1.set_xlabel(\"Time [s]\")\n",
+ " # ax1.set_xlim([20370,20470])\n",
+ " i+=1\n",
+ "ax1.legend(['Room','Hot'])\n",
+ "fig.suptitle(\"C/5 Cycling Cell BOL HPPC\")\n",
+ "fig.tight_layout()\n",
+ "plt.show()\n",
+ "plt.savefig('cell_01_BOL_hppc_pulses_hot_room.png')\n",
+ "# plt.savefig('cell_01_EOL_hppc_pulses.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ii = 0\n",
+ "t_d1 = data_time[idxd[ii]:idxd[ii+1]]-data_time[idxd[ii]]\n",
+ "V_d1 = data_voltage[idxd[ii]:idxd[ii+1]]\n",
+ "t_s1 = t[idx[ii]:idx[ii+1]]-t[idx[ii]]\n",
+ "V_s1 = V[idx[ii]:idx[ii+1]]\n",
+ "V_diff = data_voltage[idxd[ii]-10]-V[idx[ii]-10]\n",
+ "V_sn1 = V_s1 + V_diff\n",
+ "idxs1 = np.where( (abs(t_s1-1200)<1))[0][-1]\n",
+ "idxd1 = np.where( (abs(t_d1-1200)<1))[0][-1]\n",
+ "t_s = t_s1[:idxs1]\n",
+ "V_s = V_s1[:idxs1]\n",
+ "V_sn = V_sn1[:idxs1]\n",
+ "t_d = t_d1[:idxd1]\n",
+ "V_d = V_d1[:idxd1]\n",
+ "int_V = interpolate.CubicSpline(t_s,V_sn,extrapolate=True)\n",
+ "rmse_V = pybamm.rmse(V_d,int_V(t_d))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"fig, ax = plt.subplots(1, 1)\n",
"ax.plot(V_s,'bx')\n",
@@ -346,56 +458,18 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([ 25112, 75645, 126184, 176719, 227254, 277793, 328332, 378868,\n",
- " 429401], dtype=int64)"
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"idxi"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "db95a864ba8f4284bb88c8322235507e",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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+ "outputs": [],
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"i = 0\n",
"fig, axes = plt.subplots(3, 3, figsize=(15, 12))\n",
@@ -422,21 +496,9 @@
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{
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+ "execution_count": null,
"metadata": {},
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- "output_type": "error",
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- ]
- }
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+ "outputs": [],
"source": [
"ertr"
]
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+ "outputs": [],
"source": [
"experiment = pybamm.Experiment(\n",
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diff --git a/gmproj/temperature/acc_sim_aging.ipynb b/gmproj/temperature/acc_sim_aging.ipynb
new file mode 100644
index 0000000000..0452c6516a
--- /dev/null
+++ b/gmproj/temperature/acc_sim_aging.ipynb
@@ -0,0 +1,551 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pybamm\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import math\n",
+ "import dfols\n",
+ "import signal\n",
+ "from scipy.integrate import solve_ivp\n",
+ "from scipy.fft import fft, fftfreq, fftshift\n",
+ "from scipy.signal import savgol_filter\n",
+ "from scipy.signal import find_peaks\n",
+ "from scipy import interpolate, integrate\n",
+ "from stopit import threading_timeoutable as timeoutable\n",
+ "import os, sys\n",
+ "sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(\"__file__\"))))\n",
+ "from batfuns import *\n",
+ "plt.rcParams = set_rc_params(plt.rcParams)\n",
+ "import winsound\n",
+ "from pybamm import exp, constants, Parameter\n",
+ "import pickle\n",
+ "eSOH_DIR = \"../data/esoh_R/\"\n",
+ "oCV_DIR = \"../data/ocv/\"\n",
+ "cyc_DIR = \"../data/cycling/\"\n",
+ "fig_DIR = \"../figures/figures_paper/\"\n",
+ "res_DIR = \"../data/results_paper/\"\n",
+ "resistance_DIR = \"../data/resistance/\"\n",
+ "%matplotlib widget"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "parameter_values = get_parameter_values()\n",
+ "\n",
+ "spm = pybamm.lithium_ion.SPM(\n",
+ " {\n",
+ " \"SEI\": \"ec reaction limited\",\n",
+ " \"loss of active material\": \"stress-driven\",\n",
+ " \"lithium plating\": \"irreversible\",\n",
+ " \"stress-induced diffusion\": \"false\",\n",
+ " }\n",
+ ")\n",
+ "# spm.print_parameter_info()\n",
+ "param=spm.param"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def plot_cap(all_sumvars_dict1,esoh_data):\n",
+ " esoh_vars = [\"x_100\", \"y_0\", \"C_n\", \"C_p\", \"Capacity [A.h]\", \"Loss of lithium inventory [%]\"]\n",
+ " fig, ax = plt.subplots(1,1,figsize=(5,4))\n",
+ " name = \"Capacity [A.h]\"\n",
+ " ax.plot(esoh_data[\"N\"],esoh_data[name]/esoh_data[name][0]*100,\"kx\")\n",
+ " ax.plot(all_sumvars_dict1[\"Cycle number\"],all_sumvars_dict1[name]/all_sumvars_dict1[name][0]*100,\"b--\")\n",
+ " ax.set_xlabel(\"Cycle number\")\n",
+ " ax.set_ylabel(\"Capacity Retention [%]\")\n",
+ " # fig.legend([ \"Data\", leg1, leg2, leg3], \n",
+ " # loc=\"lower center\",bbox_to_anchor=[0.5,-0.1], ncol=2, fontsize=11)\n",
+ " fig.tight_layout()\n",
+ " return fig"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cells = [3,6,9,12,15,18]\n",
+ "# cells = [6,9]\n",
+ "sno = 12\n",
+ "sim_des = f'cond{sno}'\n",
+ "# sim_des = sim_des+'_cv'\n",
+ "for cell in cells:\n",
+ " # sim_des = sim_des+'_cv'\n",
+ " cell_no,dfe,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ " print(cell_no)\n",
+ " Ns = np.insert(N[1:]-1,0,0)\n",
+ " eps_n_data,eps_p_data,c_rate_c,c_rate_d,dis_set,Temp,SOC_0 = init_exp(cell_no,dfe_0,spm,parameter_values)\n",
+ " pybamm.set_logging_level(\"WARNING\")\n",
+ " # pybamm.set_logging_level(\"NOTICE\")\n",
+ " experiment = pybamm.Experiment(\n",
+ " [\n",
+ " (\"Discharge at \"+c_rate_d+dis_set,\n",
+ " \"Rest for 10 sec\",\n",
+ " \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
+ " \"Hold at 4.2V until C/100\")\n",
+ " ] *(dfe_0.N.iloc[-1]),\n",
+ " termination=\"50% capacity\",\n",
+ " # cccv_handling=\"ode\",\n",
+ " )\n",
+ " par_val = {}\n",
+ " # Room temp\n",
+ " par_val[0] = [4.0312e-08,1.8157e-07,1.0776,2.3586e-09,-4.9170e-09,-1.4406e-09,4.60788219e-16,4.56607447e-19]\n",
+ " # First Tuning\n",
+ " par_val[1] = [5.6076e-08,6.7429e-07,1.02,1.4576e-08,-1.7447e-07,-2.5257e-08,4.60788219e-16,4.56607447e-19]\n",
+ " # Contraint 1/2 and 2\n",
+ " par_val[2] = [8.0624e-08,3.6314e-07,1.02,4.7172e-09,-9.8340e-09,-2.8812e-09,4.60788219e-16,4.56607447e-19]\n",
+ " # Constraint 1/5 and 5\n",
+ " par_val[3] = [9.8220e-08,9.0785e-07,1.02,1.1793e-08,-2.4585e-08,-7.2030e-09,4.60788219e-16,4.56607447e-19]\n",
+ " # Constraint 1/5 and 5 with no constraints on beta2'\n",
+ " par_val[4] = [6.2621e-08,6.8771e-07,1.02,1.1793e-08,-1.7385e-07,-2.4901e-08,4.60788219e-16,4.56607447e-19]\n",
+ " # Constraint 1/2 and 2 with no constraints on beta2'\n",
+ " par_val[5] = [8.0624e-08,3.6314e-07,1.002,4.7172e-09,-2.4217e-07,-2.5212e-08,4.60788219e-16,4.56607447e-19]\n",
+ " # kpl=0, retune ksei\n",
+ " par_val[6] = [1.2796e-07,7.2624e-07,1.02,0,-1.7764e-07,-1.4406e-11,4.9166e-17,4.56607447e-19]\n",
+ " # kpl=0, retune ksei\n",
+ " par_val[7] = [1.1375e-07,6.4051e-07,1.0,0,-1.5557e-07,-2.2287e-08,2.2675e-15,4.56607447e-19]\n",
+ " # kpl=0, retune ksei, different cost function, better initial guess \n",
+ " par_val[8] = [9.1084e-08,5.9270e-07,1.00,0,-1.6967e-07,-3.0447e-08,1.5803e-15,4.56607447e-19]\n",
+ " # kpl=0, retune ksei, cells 6 9 12\n",
+ " par_val[9] = [2.8391e-07,2.0958e-06,1.9123,0,-8.6507e-07,-9.9184e-08,2.8281e-15,4.56607447e-19]\n",
+ " # kpl=0, retune ksei, cells 3 9 12\n",
+ " par_val[10] = [1.3292e-07,9.2142e-07,1.0,0,-1.2058e-07,-2.1779e-08,1.9308e-15,4.56607447e-19]\n",
+ " # 2 step method with ksei\n",
+ " par_val[11] = [1.1759e-07,8.9155e-07,1.0,7.5992e-09,-1.2611e-07,-2.3971e-08,1.4840e-15,4.56607447e-19]\n",
+ " # 2 step method with dsei\n",
+ " par_val[12] = [2.6251e-07,1.1182e-06,1.0,3.3182e-08,-9.6639e-08,-6.8194e-09,4.60788219e-16,3.6445036597199e-18]\n",
+ " parameter_values = get_parameter_values()\n",
+ " parameter_values.update(\n",
+ " {\n",
+ " \"Negative electrode active material volume fraction\": eps_n_data,\n",
+ " \"Positive electrode active material volume fraction\": eps_p_data,\n",
+ " \"Initial temperature [K]\": 273.15+Temp,\n",
+ " \"Ambient temperature [K]\": 273.15+Temp,\n",
+ " \"Positive electrode LAM constant proportional term [s-1]\": par_val[sno][0],\n",
+ " \"Negative electrode LAM constant proportional term [s-1]\": par_val[sno][1],\n",
+ " \"Positive electrode LAM constant proportional term 2 [s-1]\": par_val[sno][5],\n",
+ " \"Negative electrode LAM constant proportional term 2 [s-1]\": par_val[sno][4],\n",
+ " \"Positive electrode LAM constant exponential term\": par_val[sno][2],\n",
+ " \"Negative electrode LAM constant exponential term\": par_val[sno][2],\n",
+ " \"SEI kinetic rate constant [m.s-1]\": par_val[sno][6], #1.08494281e-16 , \n",
+ " \"EC diffusivity [m2.s-1]\": par_val[sno][7],#8.30909086e-19,\n",
+ " \"SEI growth activation energy [J.mol-1]\": 1.87422275e+04,#1.58777981e+04,\n",
+ " \"Lithium plating kinetic rate constant [m.s-1]\": par_val[sno][3],\n",
+ " \"Li plating resistivity [Ohm.m]\": 30000,\n",
+ " \"Initial inner SEI thickness [m]\": 0e-09,\n",
+ " \"Initial outer SEI thickness [m]\": 5e-09,\n",
+ " \"SEI resistivity [Ohm.m]\": 30000.0,\n",
+ " \"Negative electrode partial molar volume [m3.mol-1]\": 7e-06,\n",
+ " \"Negative electrode LAM min stress [Pa]\": 0,\n",
+ " \"Negative electrode LAM max stress [Pa]\": 0,\n",
+ " \"Positive electrode LAM min stress [Pa]\": 0,\n",
+ " \"Positive electrode LAM max stress [Pa]\": 0,\n",
+ " \"Negative electrode diffusion coefficient [m2.s-1]\": 8e-14,\n",
+ " \"Positive electrode diffusion coefficient [m2.s-1]\": 8e-15,\n",
+ " # \"Negative electrode critical stress [Pa]\": 20e+06,\n",
+ " # \"Positive electrode critical stress [Pa]\": 40e+06,\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ " )\n",
+ " if cell == 15 or cell == 18:\n",
+ " parameter_values.update(\n",
+ " {\n",
+ " \"Negative electrode partial molar volume [m3.mol-1]\":\t0.747*7e-06,\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ " )\n",
+ " all_sumvars_dict = cycle_adaptive_simulation_V2(spm, parameter_values, experiment,SOC_0, save_at_cycles=1)\n",
+ " with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var.pickle', 'wb') as handle:\n",
+ " pickle.dump(all_sumvars_dict, handle, protocol=pickle.HIGHEST_PROTOCOL)\n",
+ " plot_cap(all_sumvars_dict,dfe_0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "asdasd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for i in [1,4,0,5,2,3,6,7]:\n",
+ " print(par_val[12][i]/par_val[0][i])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell = 4\n",
+ "cell_no,dfe,dfe_0,dfo_0,N,N_0 = load_data(cell,eSOH_DIR,oCV_DIR)\n",
+ "print(cell_no)\n",
+ "sno = 0\n",
+ "sim_des = f'cond{sno}'\n",
+ "Ns = np.insert(N[1:]-1,0,0)\n",
+ "eps_n_data,eps_p_data,c_rate_c,c_rate_d,dis_set,Temp,SOC_0 = init_exp(cell_no,dfe,spm,parameter_values)\n",
+ "pybamm.set_logging_level(\"WARNING\")\n",
+ "# pybamm.set_logging_level(\"NOTICE\")\n",
+ "experiment = pybamm.Experiment(\n",
+ " [\n",
+ " (\"Discharge at \"+c_rate_d+dis_set,\n",
+ " \"Rest for 10 sec\",\n",
+ " \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
+ " \"Hold at 4.2V until C/100\")\n",
+ " ] *dfe.N.iloc[-1],\n",
+ " # ] *40,\n",
+ " termination=\"50% capacity\",\n",
+ "# cccv_handling=\"ode\",\n",
+ ")\n",
+ "print(c_rate_c)\n",
+ "print(c_rate_d)\n",
+ "par_val = {}\n",
+ "# Room temp\n",
+ "par_val[0] = [4.0312e-08,1.8157e-07,1.0776,2.3586e-09,-4.9170e-09,-1.4406e-09]\n",
+ "# First Tuning\n",
+ "par_val[1] = [5.6076e-08,6.7429e-07,1.02,1.4576e-08,-1.7447e-07,-2.5257e-08]\n",
+ "# Contraint 1/2 and 2\n",
+ "par_val[2] = [8.0624e-08,3.6314e-07,1.02,4.7172e-09,-9.8340e-09,-2.8812e-09]\n",
+ "# Constraint 1/5 and 5\n",
+ "par_val[3] = [9.8220e-08,9.0785e-07,1.02,1.1793e-08,-2.4585e-08,-7.2030e-09]\n",
+ "# Constraint 1/5 and 5 with no constraints on beta2'\n",
+ "par_val[4] = [6.2621e-08,6.8771e-07,1.02,1.1793e-08,-1.7385e-07,-2.4901e-08]\n",
+ "# Constraint 1/2 and 2 with no constraints on beta2'\n",
+ "par_val[5] = [8.0624e-08,3.6314e-07,1.002,4.7172e-09,-2.4217e-07,-2.5212e-08]\n",
+ "parameter_values = get_parameter_values()\n",
+ "Temp = 25\n",
+ "parameter_values.update(\n",
+ " {\n",
+ " \"Negative electrode active material volume fraction\": eps_n_data,\n",
+ " \"Positive electrode active material volume fraction\": eps_p_data,\n",
+ " \"Initial temperature [K]\": 273.15+Temp,\n",
+ " \"Ambient temperature [K]\": 273.15+Temp,\n",
+ " \"Positive electrode LAM constant proportional term [s-1]\": par_val[sno][0],\n",
+ " \"Negative electrode LAM constant proportional term [s-1]\": par_val[sno][1],\n",
+ " \"Positive electrode LAM constant proportional term 2 [s-1]\": par_val[sno][5],\n",
+ " \"Negative electrode LAM constant proportional term 2 [s-1]\": par_val[sno][4],\n",
+ " \"Positive electrode LAM constant exponential term\": par_val[sno][2],\n",
+ " \"Negative electrode LAM constant exponential term\": par_val[sno][2],\n",
+ " \"SEI kinetic rate constant [m.s-1]\": 4.60788219e-16, #1.08494281e-16 , \n",
+ " \"EC diffusivity [m2.s-1]\": 4.56607447e-19,#8.30909086e-19,\n",
+ " \"SEI growth activation energy [J.mol-1]\": 1.87422275e+04,#1.58777981e+04,\n",
+ " \"Lithium plating kinetic rate constant [m.s-1]\": par_val[sno][3],\n",
+ " \"Initial inner SEI thickness [m]\": 0e-09,\n",
+ " \"Initial outer SEI thickness [m]\": 5e-09,\n",
+ " \"SEI resistivity [Ohm.m]\": 30000.0,\n",
+ " \"Negative electrode partial molar volume [m3.mol-1]\": 7e-06,\n",
+ " \"Negative electrode LAM min stress [Pa]\": 0,\n",
+ " \"Negative electrode LAM max stress [Pa]\": 0,\n",
+ " \"Positive electrode LAM min stress [Pa]\": 0,\n",
+ " \"Positive electrode LAM max stress [Pa]\": 0,\n",
+ " \"Negative electrode diffusion coefficient [m2.s-1]\": 8e-14,\n",
+ " \"Positive electrode diffusion coefficient [m2.s-1]\": 8e-15,\n",
+ " # \"Negative electrode critical stress [Pa]\": 20e+06,\n",
+ " # \"Positive electrode critical stress [Pa]\": 40e+06,\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ ")\n",
+ "if cell == 15 or cell == 18:\n",
+ " parameter_values.update(\n",
+ " {\n",
+ " \"Negative electrode partial molar volume [m3.mol-1]\":\t0.747*7e-06,\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "experiment = pybamm.Experiment(\n",
+ " [\n",
+ " (\"Charge at \"+c_rate_c+\" until 4.2V\", \n",
+ " \"Hold at 4.2V until C/100\",\n",
+ " \"Discharge at \"+c_rate_d+dis_set,)\n",
+ " ],\n",
+ " # ] *40,\n",
+ " termination=\"50% capacity\",\n",
+ "# cccv_handling=\"ode\",\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sim_long = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values, \n",
+ " solver=pybamm.CasadiSolver(\"safe\"))\n",
+ "sol1 = sim_long.solve(initial_soc=0.01)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Temp = 45\n",
+ "parameter_values.update(\n",
+ " {\n",
+ " \"Initial temperature [K]\": 273.15+Temp,\n",
+ " \"Ambient temperature [K]\": 273.15+Temp,\n",
+ " },\n",
+ " check_already_exists=False,\n",
+ ")\n",
+ "sim_long = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values, \n",
+ " solver=pybamm.CasadiSolver(\"safe\"))\n",
+ "sol2 = sim_long.solve(initial_soc=0.01)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "t1 = sol1[\"Time [s]\"].entries\n",
+ "I1 = sol1[\"Current [A]\"].entries\n",
+ "Q1 = -sol1['Discharge capacity [A.h]'].entries\n",
+ "Vt1 = sol1[\"Terminal voltage [V]\"].entries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "t2 = sol2[\"Time [s]\"].entries\n",
+ "I2 = sol2[\"Current [A]\"].entries\n",
+ "Q2 = -sol2['Discharge capacity [A.h]'].entries\n",
+ "Vt2 = sol2[\"Terminal voltage [V]\"].entries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig, ax = plt.subplots(1,1)\n",
+ "ax.plot(t1,Vt1,'g')\n",
+ "ax.plot(t2,Vt2,'r')\n",
+ "ax.legend([\"Room\",\"Hot\"])\n",
+ "ax.set_ylabel(r\"$V_t [V]$\")\n",
+ "ax.set_xlabel(\"Time [s]\")\n",
+ "ax.set_title(\"1.5C Room vs Hot BOL Voltage\")\n",
+ "fig.tight_layout()\n",
+ "plt.savefig(fig_DIR +'hot_room_BOL_volt_comp_'+cell_no+'.png')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "asdasdas"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell = 4\n",
+ "sno = 0\n",
+ "fig, ax = plt.subplots(1,1,figsize=(6,4))\n",
+ "sim_des = f'cond{sno}'\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var_room.pickle', 'rb') as handle:\n",
+ " df = pickle.load(handle)\n",
+ "ax.plot(dfe[\"Ah_th\"],1e9*df[\"X-averaged SEI thickness [m]\"][Ns],'g')\n",
+ "sim_des = f'cond{sno}'\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var_hot.pickle', 'rb') as handle:\n",
+ " df = pickle.load(handle)\n",
+ "ax.plot(dfe[\"Ah_th\"],1e9*df[\"X-averaged SEI thickness [m]\"][Ns],'r')\n",
+ "ax.set_xlabel('Ah Throughput')\n",
+ "ax.set_ylabel(r\"Thickness [nm]\")\n",
+ "ax.set_title(r'SEI Thickness')\n",
+ "# ax.set_ylim([60,102])\n",
+ "# ax.set_xlim([-5,3500])\n",
+ "fig.legend(['Room','Hot'], \n",
+ " loc=\"lower center\",bbox_to_anchor=[0.5,-0.10], ncol=4, fontsize=11)\n",
+ "plt.savefig(fig_DIR +'sei_hot_room_4.png')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell = 1\n",
+ "sno = 0\n",
+ "fig, ax = plt.subplots(1,1,figsize=(6,4))\n",
+ "sim_des = f'cond{sno}'\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var_room.pickle', 'rb') as handle:\n",
+ " df = pickle.load(handle)\n",
+ "ax.plot(df[\"Cycle number\"],df[\"Loss of lithium to SEI [mol]\"],'g')\n",
+ "sim_des = f'cond{sno}'\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var_hot.pickle', 'rb') as handle:\n",
+ " df = pickle.load(handle)\n",
+ "ax.plot(df[\"Cycle number\"],df[\"Loss of lithium to SEI [mol]\"],'r')\n",
+ "ax.set_xlabel('Cycle Number')\n",
+ "ax.set_ylabel(r\"LLI [mol]\")\n",
+ "ax.set_title(r'LLI due to SEI')\n",
+ "# ax.set_ylim([60,102])\n",
+ "# ax.set_xlim([-5,3500])\n",
+ "fig.legend(['Room','Hot'], \n",
+ " loc=\"lower center\",bbox_to_anchor=[0.5,-0.10], ncol=4, fontsize=11)\n",
+ "plt.savefig(fig_DIR +'lli_sei_hot_room_1.png')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell = 1\n",
+ "sno = 0\n",
+ "sim_des = f'cond{sno}'\n",
+ "# fig, ax = plt.subplots(1,3,figsize=(10,4),sharex=True)\n",
+ "fig, ax = plt.subplots(1,3,figsize=(10,4),sharex=True)\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var_room.pickle', 'rb') as handle:\n",
+ " df1 = pickle.load(handle)\n",
+ "with open(res_DIR+'fast_sim_'+sim_des+\"_cell_\"+cell_no+'_sum_var_hot.pickle', 'rb') as handle:\n",
+ " df2 = pickle.load(handle)\n",
+ "ax1 = ax.flat[0]\n",
+ "ax1.plot(df1[\"Cycle number\"],(df1[\"C_n\"][0]-df1[\"C_n\"])/df1[\"C_n\"][0]*100,color='green',linewidth=3)\n",
+ "ax1.plot(df2[\"Cycle number\"],(df2[\"C_n\"][0]-df2[\"C_n\"])/df2[\"C_n\"][0]*100,color='red',linewidth=3)\n",
+ "ax2 = ax.flat[1]\n",
+ "ax2.plot(df1[\"Cycle number\"],(df1[\"C_p\"][0]-df1[\"C_p\"])/df1[\"C_n\"][0]*100,color='green',linewidth=3)\n",
+ "ax2.plot(df2[\"Cycle number\"],(df2[\"C_p\"][0]-df2[\"C_p\"])/df2[\"C_n\"][0]*100,color='red',linewidth=3)\n",
+ "ax3 = ax.flat[2]\n",
+ "ax3.plot(df1[\"Cycle number\"],df1[\"Loss of lithium inventory [%]\"],color='green',linewidth=3)\n",
+ "ax3.plot(df2[\"Cycle number\"],df2[\"Loss of lithium inventory [%]\"],color='red',linewidth=3)\n",
+ "ax3.set_xlabel('Cycle Number')\n",
+ "ax1.set_ylabel(r\"Loss [%]\")\n",
+ "ax2.set_ylabel(r\"Loss [%]\")\n",
+ "ax3.set_ylabel(r\"Loss [%]\")\n",
+ "ax1.set_title(r'$LAM_{NE}$')\n",
+ "ax2.set_title(r'$LAM_{PE}$')\n",
+ "ax3.set_title(r'$LLI$')\n",
+ "# ax.set_ylim([60,102])\n",
+ "# ax1.set_xlim([-5,3500])\n",
+ "# ax.legend(['C/5','1.5C','2C','Mixed Crate','C/5 50% DOD','Mixed 50% DOD','Drive Cycle'])\n",
+ "fig.legend(['Room','Hot'], \n",
+ " loc=\"lower center\",bbox_to_anchor=[0.5,-0.05], ncol=2, fontsize=11)\n",
+ "fig.tight_layout()\n",
+ "plt.savefig(fig_DIR +'cycling_aging_room_hot_deg_mode_1.png')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "keys = df.keys()\n",
+ "keys = list(keys)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "ax1 = ax.flat[0]\n",
+ "if cell == 7:\n",
+ " ax1.plot(dfe[\"Ah_th\"],(df[\"C_n\"][0]-df[\"C_n\"][Ns])/df[\"C_n\"][0]*100,color=colors[i],linewidth=3)\n",
+ "else:\n",
+ " ax1.plot(dfe[\"Ah_th\"],(df[\"C_n\"][0]-df[\"C_n\"][Ns])/df[\"C_n\"][0]*100,'--',color=colors[i],linewidth=3)\n",
+ "ax2 = ax.flat[1]\n",
+ "if cell == 7:\n",
+ " ax2.plot(dfe[\"Ah_th\"],(df[\"C_p\"][0]-df[\"C_p\"][Ns])/df[\"C_n\"][0]*100,color=colors[i],linewidth=3)\n",
+ "else:\n",
+ " ax2.plot(dfe[\"Ah_th\"],(df[\"C_p\"][0]-df[\"C_p\"][Ns])/df[\"C_n\"][0]*100,'--',color=colors[i],linewidth=3)\n",
+ "ax3 = ax.flat[2]\n",
+ "if cell == 7:\n",
+ " ax3.plot(dfe[\"Ah_th\"],df[\"Loss of lithium inventory [%]\"][Ns],color=colors[i],linewidth=3)\n",
+ "else:\n",
+ " ax3.plot(dfe[\"Ah_th\"],df[\"Loss of lithium inventory [%]\"][Ns],'--',color=colors[i],linewidth=3)\n",
+ "\n",
+ "# ax1.set_xlabel('Ah Throughput')\n",
+ "# ax2.set_xlabel('Ah Throughput')\n",
+ "ax3.set_xlabel('Ah Throughput')\n",
+ "ax1.set_ylabel(r\"Loss [%]\")\n",
+ "ax2.set_ylabel(r\"Loss [%]\")\n",
+ "ax3.set_ylabel(r\"Loss [%]\")\n",
+ "ax1.set_title(r'$LAM_{NE}$')\n",
+ "ax2.set_title(r'$LAM_{PE}$')\n",
+ "ax3.set_title(r'$LLI$')\n",
+ "# ax.set_ylim([60,102])\n",
+ "ax1.set_xlim([-5,3500])\n",
+ "# ax.legend(['C/5','1.5C','2C','Mixed Crate','C/5 50% DOD','Mixed 50% DOD','Drive Cycle'])\n",
+ "fig.legend(['C/5','1.5C','2C','Ch:C/5, Dh:1.5C'], \n",
+ " loc=\"lower center\",bbox_to_anchor=[0.5,-0.05], ncol=2, fontsize=11)\n",
+ "fig.tight_layout()\n",
+ "plt.savefig(fig_DIR +'cycling_aging_room_deg_mode_1.png')\n",
+ "plt.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "windows-dev",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.13"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/gmproj/temperature/plot_voltage_temp.ipynb b/gmproj/temperature/plot_voltage_temp.ipynb
index 23355ad477..27b4bea880 100644
--- a/gmproj/temperature/plot_voltage_temp.ipynb
+++ b/gmproj/temperature/plot_voltage_temp.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -37,7 +37,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -57,17 +57,9 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "05\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"cell = 5\n",
"sno = 7\n",
@@ -146,7 +138,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -193,7 +185,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -220,7 +212,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -320,42 +312,9 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "0\n"
- ]
- },
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "582602bb5dc945cbba5f189344bfcfe4",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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- "\n",
- " \n",
- " \n",
- " Figure\n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
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- ],
+ "outputs": [],
"source": [
"cyc_no=0\n",
"# cyc_no=len(N)-1\n",
@@ -398,21 +357,9 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "ename": "NameError",
- "evalue": "name 'sdfsdf' is not defined",
- "output_type": "error",
- "traceback": [
- "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
- "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
- "\u001b[1;32mc:\\Users\\spannala\\PyBaMM\\gmproj\\temperature\\plot_voltage_temp.ipynb Cell 9\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m sdfsdf\n",
- "\u001b[1;31mNameError\u001b[0m: name 'sdfsdf' is not defined"
- ]
- }
- ],
+ "outputs": [],
"source": [
"sdfsdf"
]
@@ -483,7 +430,7 @@
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -535,7 +482,7 @@
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -591,7 +538,7 @@
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -650,55 +597,16 @@
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "x=[2. 2. 2. 2.], norm=0.25820285851761704\n",
- "x=[1.89199507 2.0034616 1.83241704 2.01545654], norm=0.2641847094384182\n",
- "x=[2.16218425 1.9947461 1.89137766 1.95675819], norm=0.2595630784171754\n",
- "x=[2.03233798 2.15746093 1.99336943 2.11881222], norm=0.25439434813146444\n",
- "x=[2.03139205 1.87684779 1.99144579 2.1541911 ], norm=0.2589192501206736\n",
- "x=[2.10484733 2.25039768 2.14925002 2.16131396], norm=0.24690948382766367\n",
- "x=[2.39437283 2.6309793 2.76544215 2.33918998], norm=0.21522610684967797\n",
- "x=[3.54080404 4.28974161 5.10574551 3.17416499], norm=0.18643003177277012\n",
- "x=[4.30979452 3.51124201 7.91689729 2.10644888], norm=0.3554243881212988\n",
- "x=[3.90010648 4.10330794 5.02038237 3.34412585], norm=0.18722082327782907\n",
- "x=[3.45128568 5.38815297 4.48759282 4.15567718], norm=0.18575704591287606\n",
- "x=[3.19997797 5.14533164 4.61378457 4.48397349], norm=0.18798245054579177\n",
- "x=[3.21225847 5.1352543 3.78810869 3.98354291], norm=0.16971158726430383\n",
- "x=[3.00405257 4.98187801 3.07957386 3.7168888 ], norm=0.154000395410749\n",
- "x=[1.64681746 3.99473663 1. 1.95653733], norm=0.23909238745858064\n",
- "x=[3.76655406 4.71511842 2.57651363 4.24452063], norm=0.15482249229553152\n",
- "x=[3.06505077 4.79965017 3.14848618 3.60231043], norm=0.15580147070212036\n",
- "x=[2.66054056 5.07786687 2.38508379 3.54233454], norm=0.1698145234510263\n",
- "x=[3.24213492 5.21978973 3.09091437 3.50105043], norm=0.15195966674370354\n",
- "x=[3.29546754 5.31112318 3.23322993 3.59357131], norm=0.15347850995792994\n",
- "x=[3.22366182 5.27113177 3.01338273 3.46924504], norm=0.1513468913500155\n",
- "x=[3.23785315 5.26479839 2.96423711 3.38355255], norm=0.15147558671757472\n",
- "x=[3.25450104 5.26330477 2.98926434 3.48939409], norm=0.1512589192771972\n",
- "x=[3.22687923 5.25639157 2.95960386 3.50698667], norm=0.1513790942498175\n",
- "x=[3.26085946 5.28439033 2.98713742 3.49262609], norm=0.15105744575323127\n",
- "x=[3.2698004 5.30446948 2.98648683 3.4966837 ], norm=0.15099027255191155\n",
- "x=[3.27262166 5.30712301 2.97355058 3.47886089], norm=0.15085081551386403\n",
- "x=[3.28129551 5.30728002 2.97143587 3.47435892], norm=0.15084867390368356\n",
- "x=[3.27949484 5.31034735 2.96211135 3.47499323], norm=0.15081664196296551\n",
- "x=[3.27585612 5.31668278 2.96095657 3.46826355], norm=0.15076640685089265\n",
- "x=[3.27121478 5.31510981 2.9565429 3.46074669], norm=0.15079261064809235\n",
- "9 minutes, 53 seconds\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"soln_dfols = train_model()"
]
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -707,20 +615,9 @@
},
{
"cell_type": "code",
- "execution_count": 54,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([3.27585612, 5.31668278, 2.96095657, 3.46826355])"
- ]
- },
- "execution_count": 54,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"# x = np.array([2.69,2.97,3,3])\n",
"# x = np.array([1.5,1.5,1.5,1.5])\n",
@@ -731,7 +628,7 @@
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -758,110 +655,9 @@
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "9040ae01694c4980aefdb80878e0dffa",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
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oeXpBeouFXrx/+uknBg8erL5+8cUXvV77S1HvrCwYNMhz6Rvguefg9tsrXXTIo5c2DzR68A7bRJ2ens7OnTvZuHGj1qFIJJIgsGPHDm688Ub1Odjhw4fz9NNPB6z8lBRYvBji4z2PZPn4hJdEEnDCNlEHCxFH7gHpLRqh7n306FF69+6N+eyzUn369GHmzJlVfia2uHefPvDrr55L3uHUw7s0Qr3Ng0VCQgJ5eXk0atSIAwcOaB1OqYT5Ry/wFMxlKxrSWyxC2Ts7O5s+ffpw5MgRADp06FDmbFj+YreX9G7VCmJjq1x0yBPKbR5MHA4HcXFxPP/889SpU0frcEpFJmo/sdlsWoegCdJbLELV2263c8stt7Bt2zYAGjduzLJlywJyNqgocP/9Ubz2WuF9aZEI1TYPNgXeQ4cODdke4HI+aolEogsURWH48OGsXr0agLS0NL777ruAPCsNMH48fPRRDB99BMePw6uvBqRYiaTKyDNqP6nqxOp6RXqLRSh6P/fccyxYsAAAk8nEN998Q4sWLQJS9vz5nkQNnmkru3QJSLG6IhTbPFi89tprvP7661x22WVMnTqVOXPmcOGFF3Lw4EH+/vtvBg8ezIgRI5gxYwYNGjTgyiuv5MyZMwwaNIjk5GSee+65ao1XJmo/yczM1DoETZDeYhFq3rNnz2bixImAZxKFRYsW0bVr14CUvXo1DB9e+PrVVz3DhYpGoNr89dehXr2K//r3L7lv//6+7fv665WPb8eOHfzzzz88+uijrFixgpiYGHr27Mnu3bsBz+0Uk8nEjh07uOaaa/jrr7/YtWsXzz77LDNmzGDNmjVMmjSJ3NzcygfhJ/LSt5+E+fTdZSK9xSKUvL/99ltGjRqlvn7jjTe4+eabA1L2tm2epOx0el7fd5+VRx7xfWzwcCJQbZ6dDWfnRCmX+vVLrjt1yrd9s7P9j6uAuLg4FixYQPPmzRk1ahR33nknDRs2VN83Go3UqlULm81G8+bNAWjevDmdOnUiOTmZdu3a4XK5OHPmDPHx8ZUPxA9kovYTPYxiEwykt1iEive6deu49dZbcbvdADz++OOMHj06IGUfPAjXXlv4pd+/P7z6qhMdzHoYFALV5klJULduxdvVrFn6Ol/2TUryP64CGjduzPz583nwwQeZNm0a7733XolbKMUf84uMjFSXI84+p1fwmawOZKL2k1DtFRhspLdYhIL3n3/+Sd++fcnPzwdg4MCBTJkyJSBlnzrlSdL//ed53amTZ3ATo1F7b60IVJs/+qjnrzIsXRqQEMrl6NGj3HjjjfTq1YuHHnqI++67j8OHDwf/wFVA3qP2Ez0MNxcMpLdYaO29b98+rr32WnVAk169erFgwQL1bKaqDBkCe/Z4llu0gG+/9YxAprW3lojivnfvXr766iuSkpJ46623cLlc6mX/ov9WdCugOm8PyTNqiUQSUhw9epRrrrmGEydOANClSxe++OKLgF6OnzYNduwAhwNWroQaNQJWtEQHDB06lI0bNxIVFcWbb77JvHnzAFi0aBF33303P/zwAxkZGWzbto3s7Gx27tzJ8uXLueaaa9SpVOfPn8+zzz4bkIF2KsKghFKvkSCQnZ1NcnIyZrOZpKrc2DiL3W4Pmft31Yn0FgutvM+cOcMVV1zBzp07AWjdujVr164lNTU14Mc6dswz8UbLloXrRG1vENddK29/cpO89O0nzoLuoYIhvcVCC++cnBz69OmjJukmTZqwcuXKgCRpRYHifX/q1PFO0iBue4O47nrwDttEHaxpLq1Wa0DL0wvSWyyq29tqtXLjjTfy+++/A1C7dm1WrVpF7dq1A1L+q6/CXXfB2Ym2yo1DVER114N32N6jTk9PJz09Xb28IJFIQhOn08kdd9zBjz/+CEBqairff/89TZo0CUj5H3wATzzhWT5zBpYvh2q4rSiRBIywPaMOFsG4V6YHpLdYVJe3oijcf//9ageduLg4li9fTqtWrQJS/pdfwrBhha+7dy8/SYva3iCuux68ZaL2k4LHRURDeotFdXgrisLjjz+u9riNjo7mq6++4tJLLw1I+atWwe23F96bHj0axo0rfx9R2xvEddeDt0zUflKdo9GEEtJbLKrDe/Lkybx+dtDmiIgIFi9ezDXXXBOQstetgxtvLLwnfc89MH06FY46Jmp7g7juevCWidpPoqOjtQ5BE6S3WATbe9asWTz99NPq63fffZcBAwYEpOwtW6BPH8jL87y++WZ4/33wZawUUdsbxHXXg7dM1H4SGxurdQiaIL3FIpjeH330Eenp6errqVOnct999wWk7N27oVevwvG7e/XyDA3qa+cxUdsbxHXXg7dM1H6SXZVpW3SM9BaLYHkvX76ce+65Rx1+8cknn2Ts2LEBK/+pp+D0ac/yZZfBF1+AP0NYi9reIK67HrzlQwoSiaRa+OWXXxgwYIA6wMT999/PpEmTAnqMDz6Afv0gJweWLfOM3y2R6B2ZqP2kuuYfDTWkt1gE2vt///sfvXv3VmfCuvXWW5k5c2aJ6QSrSlISrFjhuT+dkuL//qK2N4jrrgfvkLj0bbfbadu2LT/99FOp7y9dupTRo0czfPhwVq9eXb3BFcPlcml6fK2Q3mIRSO/169fTu3dvcnNzAbjuuutYuHCh1xy/lSUjwzOISVHi4io/yYao7Q3iuuvBOyTOqF955RUOHjxY6nu7d+9m4sSJ/Pbbb7jdbjp27Mg333xDXV9mFw8CVquVuLg4TY6tJdJbLALlvWHDBq677josFgvgma7yyy+/DMgkCFlZcM01nhmwVq+Gc8+tcpHCtjeI664Hb83PqNevX0/t2rXLHB1m+vTpXHfddRgMBiIjI+nSpQuzZs2q5iglEom//Prrr1x77bXqPMcFUwSaTKYql202w7XXwh9/wPbtcOedVS5SIglZNE3Uubm5fPrppwwrOsZfMX788UcaNmyovm7evDlr166tjvBKRQ/DzQUD6S0WVfX+/fffvZJ0z549+frrrwPyKExODvTuDWfn76BmTXjzzSoXC4jb3iCuux68NU3UU6ZM4amnnip3m6NHj5KWlqa+TkhI4NixY2Vub7PZyM7O9voLJHroyh8MpLdYVMV748aN9OrVSy3j6quvDliSzs2Fvn1hwwbP63POgR9/LDldZWURtb1BXHc9eGt2j3rFihV06NCBcyu4sWQwGLwuldnt9nJHkpk8eTLjx48vsT4jIwOn00lKSgo5OTm4XC6ioqKIj49Xx3qNi4tDURS1Z2pKSgoWiwWn00lkZCSJiYmYzWZcLhexsbEYDAbyzg5/lJycTG5urrptUlISmZmZAJhMJiIjI9XONElJSeTn5+NwOIiIiCA5Odlr26ioKPWeXmJiIjabDbvdjsFgIDU1lYyMDABiYmKIjo722tZut2Oz2QBIS0sjMzMTRVEwGo3ExMSoZzgJCQk4HA6vbbOysnC73URHRxMbG6t+gOPj48nLy1M7XaSmpmI2m9Vt4+Liyq3D8uobKLMOExMTycrKAii1vvPy8sqsw/LqOyUlpdw6LFrfiqJ4bWs0Gsutw/Lq2+l0qlPqFa/D4vXtcrm8ts3Ozvb5M1u0vhMSEsqtw7Lq2263YzKZfP7MFtT3li1buOWWW9T4Lr/8cr755husVitWq7XC+k5NTS2zDiMiEujfP5Jffok8Wy/wxRfZ1KnjxGIxYjKZyq3D8urb7XaTn5+PxWIhMTGxSt8RvtZ3qH1HFNyrrex3RHn1HcrfERaLhfj4+Ep/RxSvb1+/I/yaXlPRiJ49eyrnnHOO+hcREaEkJSUpU6ZM8dquWbNmykcffaS+njJlinLVVVeVWa7ValXMZrP6d+TIEQVQzGZzQOIOVDl6Q3qLRWW8N2/erKSkpCiAAijdu3dXLBZLQOLJy1OUnj0VBTx/ycmKsmlTQIr2QtT2VhRx3bXyNpvNPucmzc6oFy9erP7KAOjSpQuvv/461157rdd2PXr0YO/everrffv2cdVVV5VZbkxMDDH+DEXkJ3p45i4YSG+x8Nd7y5Yt9OzZUz27ueKKK/j2228DUn9Wq2eCjYInM5OS4Pvv4ZJLqlx0CURtbxDXXQ/emt2jrlmzJvXq1VP/IiMjqVmzJklJSUydOpUdO3YAMGLECFatWgV4Jpj//fffGT58uFZh62JKtGAgvcXCH++tW7fSs2dP9bJit27dApakAYxGqFPHs5yQ4BnQpFOngBRdAlHbG8R114N3SDxHXZyPP/6YJk2acNFFF9GuXTuGDh3K448/jt1uZ9q0adSqVUvrECUSCfDnn3/So0cP9R7dZZddxvLly0lISAjYMSIiYM4cMJlg0CDo0iVgRUskusCgKGdHxw9TsrOzSU5Oxmw2k5SUVOXyrFZrQJ4D1RvSWyx88d62bRtXX301Z84ODda1a1dWrFhBYmJidYQYFERtbxDXXStvf3KT5gOe6I0w/11TJtJbLCry3r59Oz169FCT9KWXXsp3330XkCSdleV5BGv79ioX5TeitjeI664Hb5mo/aTgkQLRkN5iUZ73X3/9xdVXX83ps/NJdu7cmRUrVgTkilVGBvToAcuXe/7dubPKRfqFqO0N4rrrwVsmaolE4jPFk3SnTp1YuXIlycnJVS771Cm4+mrPsKAABgO43VUuViLRPTJR+0lKZebOCwOkt1iU5r1p0ya6d+/OqVOnAOjYsWPAkvTx454k/eefnte1asFPP0GrVlUu2i9EbW8Q110P3jJR+0nBiDOiIb3Forj3zz//zNVXX6327u7YsSPff/99QL7kDh6Eyy+Hv/7yvK5Tx5OkL7ywykX7jajtDeK668FbJmo/0cPcpcFAeotFUe8VK1Z4TbBxxRVXsHr16oAk6V27oFs3+Ocfz+uGDWHtWmjRospFVwpR2xvEddeDt0zUfhIVFZKPngcd6S0WBd6fffYZ/fv3V8cl7t27N999911AOo5t3uw5kz561PP6ggvgf/+Dpk2rXHSlEbW9QVx3PXjLRO0ngRzIQU9Ib7FISEhg7ty5DBw4EIfDAcCAAQP46quv1IkSqsqmTXD26S4uvhh+/hnq1QtI0ZVG1PYGcd314B22iXrGjBm0bNmSjh07BrTcgrGMRUN6i4OiKLzwwgvce++9uM92ux4yZAgfffQRRqMxYMcZMQImTfKcVf/4o2deaa0Rsb0LENVdD95hm6jT09PZuXMnGzdu1DoUiUQ3uN1uHnvsMV588UV13cMPP8z7778flEuETz3lmWwjAB3HJZKwJfQvzocYsbGxWoegCdI7/HE4HAwbNoyFCxeq6yZPnsz//d//YTAYqlz+u+9CjRpwyy3e6wN4kl5lRGrv4ojqrgdvmaj9JBBfWHpEeoc3ubm5DBgwgBUrVgAQERHB7Nmzuffee6tctqLACy/AhAkQHQ3ffAPFZrMNGURp79IQ1V0P3mF76TtY5OXlaR2CJkjv8OXMmTP06NFDTdIxMTF88MEHAUnSTifcf78nSQM4HLBuXZWLDRoitHdZiOquB295Ri2RCMy+ffvo27cve/bsASA5OZmlS5fSKgBDguXlwe23e86gC5g2DR5+uMpFSyRCIRO1nwRiuEQ9Ir3Dj/Xr13PDDTeo43bXqlWLlStX0qZNmyoPAnHmDFx/PWzY4HltNMKCBTBwYFWjDi7h3N4VIaq7HrzlpW8/yc3N1ToETZDe4cUnn3ziNblGy5Yt2bBhA23atAGq5n3oEFx2WWGSTkyE774L/SQN4dveviCqux68ZaL2E6fTqXUImiC9wwNFUZgyZQoDBw7EZrMB0KNHD9atW0ejRo3U7SrrvW0bdOkCf//teV2rlmcgk6uvrmrk1UO4tbc/iOquB2+ZqP0kMjJS6xA0QXrrH4fDwYgRI3jyySfVdUOHDmX58uUlxu2urLfFApmZnuXmzT1n1e3aVTJgDQin9vYXUd314C0TtZ8kJiZqHYImSG99k52dTb9+/XjvvffUdRMnTuT9998vdbSxynp37QpLlnj+XbcOipyk64Jwae/KIKq7HrxlovYTPQw3Fwykt345cuQI3bp14/vvvwfAaDSyePFinn766TKfIfXV2+2G4v3ObrgBfvnFM7iJ3giH9q4sorrrwVsmaokkjPnjjz/o3Lkz27dvByAtLY3Vq1dzxx13VLnsvDwYMACeeKLkexHym0UiCRjy8Sw/0cNwc8FAeuuPZcuWcfvtt6u9Wps2bcq3335L8+bNK9y3Iu/jx6F/f88MWADNmsHIkVUOWXP03N5VRVR3PXjL371+EiHoqYL01g+KovDWW29xww03qEm6a9eubNiwwackDeV7b98OnTsXJunERGjcuMphhwR6bO9AIaq7HrxDP8JKEqxpLvXwzF0wkN76wGazcd999/HQQw+pU1QOHDiQH374gRp+3DQuy3v5cs8z0keOeF43aADr14fu2N3+orf2DiSiuuvBO2wTtZzmUiIax44do3v37sydO1dd99RTT7F48WJMJlOVylYUePll6NcPcnI86zp2hN9+gwCMNiqRSMpB3qP2k6SkJK1D0ATpHdr8+uuv3HzzzRw/fhzw3HebO3cut99+e6XKK+qdlwf33ut57KqAW27xDAkaF1elsEMOvbR3MBDVXQ/eYXtGHSzy8/O1DkETpHfo8v7779O9e3c1STdo0IB169ZVOkmDt/fDD3sn6QkT4JNPwi9Jgz7aO1iI6q4Hb5mo/cThcGgdgiZI79DD4XDw4IMPct9992G32wG48sor2bRpE+3bt69y2QWMHw9160JCAnz5JTz7bPg+fhXK7R1sRHXXg7e89O0neughGAykd2hx/Phx7rjjDtauXauuGz16NK+99hrR0dFVLr+od+3asHSpZwascL8fHartXR2I6q4H79CPMMTQw5RowUB6hw4rVqygbdu2apI2Go3MnTuXN998s8pJ2maDF14ARfH2vvji8E/SEJrtXV2I6q4Hb5mo/SSzYMYBwZDe2mO32xk7diy9e/fm1KlTANSpU4e1a9cydOjQKpd/4AB06+a51D1ggKPE0KAiEErtXd2I6q4Hb5moJRIdsH//frp168arr76qruvXrx9//vknl156aZXL//prz1lzwSAm69ZFs3lzlYuVSCQBQCZqP6nq86h6RXprx5IlS2jfvr06JkB0dDTTp09n6dKlfg1iUhoOBzz+ONx4IxTMTdC0KaxZY6VTp6rFrUdCob21QlR3PXjLzmR+ooe5S4OB9K5+cnNzGTNmDO+//766rmnTpixZsoRLLrmkyuUfOQIDB3rmjC7g1lthzhyIiRHzN7yon3MQ110P3mL+b6wCehhuLhhI7+rl559/pl27dl5J+q677uKPP/4ISJJesQLaty9M0tHR8NZb8PHHkJQk21tERHXXg7c8o5ZIQgiLxcJTTz3F22+/ra6Li4tj5syZ3HPPPWXOH+0PmzdD796Frxs2hE8/9QwJKpFIQg95Ru0nehhuLhhI7+Dzww8/0Lp1a68k3bVrV7Zs2cLgwYMDkqTB02ns7rs9y9dfD3/8UTJJy/YWD1Hd9eAdtok6WLNnWa3WgJanF6R38MjOzmbEiBH07NmTgwcPAp6xuqdPn87PP//s89SUvmIwwKxZMHu2p7d3WlrJbWR7i4eo7nrwDttEHazZswqGahQN6R0cVq5cSatWrZg9e7a6rnv37mzfvp0xY8ZUuaOL2w0TJ8JXX3mvj4+H4cM9Sbs0ZHuLh6juevCW96j9JFCXH/WG9A4sZ86cYezYscybN09dFx8fz9SpUxk5cmRAhjU8dcpziXvlSkhO9lzibtLEt31le4uHqO568A7bM+pgkZqaqnUImiC9A4PT6eStt96iWbNmXkm6Z8+e/PXXXzzwwAMBSdLr1nl6da9c6XmdkwNFhgWvENne4iGqux68ZaL2k4yMDK1D0ATpXXV++OEH2rVrx0MPPaQOW5iUlMR7773H999/T6NGjap8DEWBV1+F7t3h6FHPuvPOg1WrwJ9RRmV7i4eo7nrwlpe+JZIgc+DAAR577DG+/PJLr/WDBw9m8uTJ1K5dOyDHycqCwYM9M10VcOWV8NFHUKtWQA4hkUg0QJ5R+0lMTIzWIWiC9PYfi8XC008/zYUXXuiVpDt16sSvv/7K/PnzA5akt2+HDh28k/Qzz3jOpCuTpGV7i4eo7nrwlmfUfhKIuX71iPT2HUVRWLx4MU888QTHjh1T19eqVYuXX36Zu+++O6Bz4NpsngFMCi51n3MOLFwI111X+TJle4uHqO568JZn1H5isVi0DkETpLdvbNq0iW7dujFo0CA1SRuNRv7v//6PPXv2MHjw4IBPVB8TA+++63nU6uKLPSOPVSVJg2xvERHVXQ/e8oxaIgkAJ06cYNy4ccybNw9FUdT1119/Pa+//jpNmzYN6vH79vU8K33NNRAbG9RDSSSSakaeUftJYmKi1iFogvQuHbvdzmuvvUbz5s2ZO3eumqQvuOACVqxYwdKlSwOepLOy4J13Sq7v3z9wSVq2t3iI6q4Hb03PqNevX8+9997L8ePHGTx4MG+88Uap202aNAm3201ERAR5eXm8+OKLmj2kbrPZdHFPI9BI75IsX76cRx55hD179qjrkpOTeeGFF0hPTw9KfWVnw7XXwu+/Q14ePPpowA8ByPYWEVHd9eCt2Rm1xWJhzZo1rFu3jkWLFjFz5kxWr15dYrtly5Zx4MABnnnmGcaNG8exY8f45JNPNIjYgx6GmwsG0ruQPXv20LdvX/r27asmaYPBwPDhw9mzZw8PP/xwUP7jWyzQp48nSQNMmeI5uw4Gsr3FQ1R3PXhrdkYdFRXFuHHjMBgM9O3bl/bt25c6rvGuXbvIyclRX8fGxmI2m6szVC/0MNxcMJDenmE/J02axFtvvYXD4VDXX3bZZbz55ptcfPHFQYvDbocbbvCMOAaent0//AApKcE5nmxv8RDVXQ/emp1Rm0wmtYJyc3Np3bo1V155ZYnt+vXrx9KlS/nss8/IzMzk9OnT3F0wR18p2Gw2srOzvf4CiR6GmwsGInvn5OQwYcIEGjduzOuvv64m6Xr16rF48WJ++eWXoCZpRYFRo+DHHz2vU1I8z0e3ahW0Qwrd3qIiqrsevDXv9b1+/XqefPJJateuTX5+PnFxcV7vX3jhhSxcuJBBgwbRvXt3Pv/8c2LL6TEzefJkxo8fX2J9RkYGTqeTlJQUcnJycLlcREVFER8fr56hx8XFoSgK+fn5AKSkpGCxWHA6nURGRpKYmMjRo0eJj48nNjYWg8FAXl4e4Lk3mZubq26blJSkDhNpMpmIjIwkNzcX8AwbmZ+fj8PhICIiguTkZK9to6Ki1EcGEhMTsdls2O12DAYDqamp6pB3MTExREdHe21rt9ux2WwApKWlkZmZiaIoGI1GYmJi1KsTCQkJOBwOr22zsrJwu91ER0cTGxur/siJj48nMzMTo9EIeD7YZrNZ3TYuLq7cOiyvvoEy6zAxMZGss9d2S6vvvLy8MuuwvPpOSUkptw4L6ttutzNv3jxef/11Tp8+rX6WTCYTDz74IOPGjcNoNKrHrai+nU6nOqVe8TosXt8ul0vddt68VObONZw9tsKyZW4aNjSTkVFxfSckJJRbh2XVt8PhICUlxefPbPH6tlqtPn9mi3++/fnMFt3WZDKVWYcV1bfb7SY/P5/c3Fzq1q1bpe8IX+s71L4jbDYbNWrUqPR3RHn1HcrfEbm5uWr+8fc7orT6NhqNPn1m/ZpeU9GY48ePK3PnzlXOOeccZdSoUaVu88knnygrV65UmjZtqvTr10+x2+1llme1WhWz2az+HTlyRAEUs9kckHjPnDkTkHL0hkjeDodDmTt3rtKgQQMFUP8iIyOV+++/X/n333+rLZZvv1WUiAhF8ZxXK8pHH1XPcUVq76KI6q0o4rpr5W02m33OTZo/nlWrVi2GDh3Kq6++ytpSpvdZu3YtmzZtolevXqxdu5atW7fy+uuvl1leTEwMSUlJXn+BpOCsUjRE8FYUhS+++ILWrVszbNgwDh8+rL53++23s2vXLt59913q1q1bLfHs2AG33+6ZUxrg2Wc9r6sDEdq7NET1BnHd9eCteaIuoEOHDqV+AX766ac0OTuJbp06dZg4cSK//PJLdYenoodxYYNBOHsrisL3339P586dueWWW9i9e7f63nXXXccff/zBRx99RLNmzao1Loul8LnoW26BF16ovmOHc3uXh6jeIK67Hrw1S9RWq5XNmzerr5cvX86YMWMAmDp1Kjt27ACgXbt2bNmyRd0uMjKSTp06VW+wRSjaA10kwtHb7Xbz9ddf07lzZ6699lo2btyovnfZZZfx888/s2jRItq3b69JfJ07ex7Fuvtu+OADCPDIo+USju3tC6J6g7juevDWrDPZ33//TZ8+fWjatCldu3alU6dO9O3bF4CPP/6YJk2acNFFF6mXIF9++WVq1KjBkSNHGDdunFZhS8IAl8vFp59+yqRJk9i+fbvXe23atGHSpEn06dMHg8Gg+Vy1DRvCggWahiCRSDTGoChFBiYOQ7Kzs0lOTsZsNgfkfrXdbtfFPY1AEw7edrudhQsX8vLLL7N3716v99q2bcu4ceMYMGCA16QZ1e29fLln5LFShhSoVsKhvSuDqN4grrtW3v7kppC5R60Xig50IRJ69s7Pz2fmzJk0a9aMe++91ytJd+7cmW+++YYtW7Zw2223lZjZqjq9337bM7nGgAGe4UG1RM/tXRVE9QZx3fXgLRO1nxQ8DycaevQ+ceIEzz//PA0aNCA9Pd2rF/dVV13F6tWr2bBhA/369StzdKLq8p4+HUaP9ix/9ZXnT0v02N6BQFRvENddD96aD3gikQSaHTt2MG3aNBYuXFjiP2GfPn14+umn6dq1q0bReaMo8Mor8H//V7ju6afhzju1i0kikYQW8h61JCxQFIXVq1fz+uuvs2LFCq/3IiMjGThwII8//rhmPbhLw2aDBx6AuXML173wAjz3HOhg+GGJRFIF5D3qIFIwBJ1ohKq31Wpl/vz5tG3bll69enkl6aSkJB5//HEOHDhQ6cesguX9779w9dXeSXriRHj++dBI0qHa3sFGVG8Q110P3vLSt5+E+QWIMgk173379vHOO+8wb968Eo9QNWrUiIcffphhw4ZVeVL4YHgvWeKZZKNgikqTyZOw77gj4IeqNKHW3tWFqN4grrsevGWi9hMRH1+A0PB2Op188803zJo1i1WrVpV4/9JLL+Wxxx7jxhtvJCoqMB/tYHivW1eYpOvXhy+/hEsuCfhhqkQotLcWiOoN4rrrwVsmaj8xmUxah6AJWnofO3aMOXPmMHv2bI4ePer1ntFo5NZbbyU9PZ0uXboE/NjB8J4yBVavhnbtYOZMCMVZ9uTnXDxEddeDd9gm6hkzZjBjxgxcLldAy83OziYtLS2gZeqB6vZ2uVysWLGC2bNn8+2335Zox8aNGzNy5EiGDh1KzZo1gxZHVb3XrIF//oH77itcFxcH69eHZoIuQH7OxUNUdz14h22iTk9PJz09Xe1ZJ9EHR44c4f3332fu3LkcOXLE672IiAj69evHqFGj6NWrV4nBSUKJ7ds9j1x99x3ExMCVV0LTpoXvh3KSlkgkoUXYJupgER8fr3UImhBMb6vVytKlS5k/fz4rV67EXTCv41nq1KnDsGHDGD58OA0aNAhaHKXhr/eRI57pKBcs8DwjDZ7HsN56C954IwgBBgn5ORcPUd314C0TtZ8E+lK6Xgi0t6IobNy4kfnz5/PRRx+RVdC76iwRERH06dOH+++/n969ewesc5i/+Op9/DhMnQrvvANWa+H6+vU9j13ddVeQAgwS8nMuHqK668FbJmo/sVqtxMXFaR1GtRMo76NHj7Jw4UI++OADdu3aVeL9Bg0acN999zF06FDq1atX5eNVlYq8jx/3dA57913vBJ2S4hlh7MEHPY9f6Q35ORcPUd314C0TtSTo5OXl8eWXX7JgwQJWr15d4tJ2bGwsAwYMYMiQIVx55ZUhfe+5OMuXe1/Sjo2F9HR46ikI8f4pEolEJ8ghRP1EUZQyJ3AIZ/z1VhSFX375hQ8++IBPP/201MnZL7/8coYMGcKAAQNCdnjX4t5uNxT9HeFwQPPmcOKEZzjQsWPhvPM0CDTAyM+5eIjqrpW3P7lJnlH7idlsJiUlReswqh1fvffv38+CBQtYsGABBw4cKPF+48aNueeee7jnnnto0qRJECINLAXemzd7Js9QFPj448L3o6M9I401ahQeCboA+TkXD1Hd9eAtE7WfFL9sKwrledtsNr744gveffdd1q5dW+L9xMREbrvtNgYPHsxll12mm0vbigKrV0fyzjvwww+edQaDp3NYs2aF23XurE18wUR+zsVDVHc9eMtE7SfR0dFah6AJpXkfPHiQWbNmMXfuXE6fPu31XkREBD179mTw4MHceOONId9Zoyh5ebBokeeRqu3bvccKr1kT9u3zTtThiPyci4eo7nrwlonaT2JjY7UOQROKeu/fv59JkybxwQcf4HQ6vba74IILGDJkCIMGDaJu3brVHWaVOHjQM6TnnDlQfEKdpk0995/vuUefvbj9RX7OxUNUdz14y0TtJ3oYbi4YZGdnY7FYeOGFF1iwYIHXs4fR0dEMGDCAkSNHcvnll+u2Q8rdd8P//ue9rkMHJ08+GcWNN0JkpCZhaYLIn3MRvUFcdz14+5yoIyIifP4CVhSFiIiIEmdbEn3icDh4++23mTJlCnl5eer65ORkxowZQ3p6Oueee66GEfrPf//Bued69+BOT/ckaqMRbr8dRo+GJk1C/z+xRCIJb3zu1ZOeno7L5fLpz+12M2rUqGDGrRl6GG4ukOzYsYNOnTrx/PPPq0k6JSWF8ePHc/DgQcaPH6+bJO10wrJlcOONUK9eYQexAm65xTO62JEj8MEH0KGDeO1dgPQWD1Hd9eDt8xm1vzfctb5BH6zZs/TQQzAQKIrCzJkzefzxx7GeHXLLYDAwatQoXnrppZB/nKEo+/Z5Eu+8eVB0lsz33oNrril8HR3tuQ9dFFHauzjSWzxEddeDt88Dnhw5coT69esHO56AE+gBTzIyMsL+UujJkycZNmwY3377rbruggsu4IMPPqBTp04aRuY7J054nndetAh+/73k+3XqwIgR8Nxz5ZcjQnuXhvQWD1HdtfL2Jzf5fOn7nnvu4cSJE1UOThLa/Pbbb1x88cVeSfrBBx9k9erVuknSs2dD3bowZox3ko6MhBtugG++gUOHKk7SEolEEgr4fOk7NzeX8ePHYzAYuPHGG7mm6DVDgdDTJV9/mTdvHiNHjsRutwNQs2ZN5s2bR9++fUP28pDFAi4XFJ1yvGNHz7oC2rb1zF51112eM2l/COf2Lg/pLR6iuuvB2+dEvWjRIpo1a4bdbufLL79k+PDh1K9fn8GDB9OwYcNgxhhS5OTkkFw0K4QBLpeLsWPHMm3aNHVdt27d+PTTT6lVqxYQWt6ZmZ5OYZ9/DitXwvPPw5NPFr7frh1cdx20b+9JzhddVPljhZJ3dSK9xUNUdz14+5yom50disloNDJw4EAGDhzIkSNH+OCDDzh8+DBXX301N910EzExMUELNhTQw9yl/mCxWLjzzjv55ptv1HUPPPAA06ZNw2g0quu09j52zJOcv/jC01u76JN/X3zhnagNBvjuu8AcV2tvrZDe4iGqux68qzTgSXR0NIqisHLlSubPn8+QIUOYPXt2oGILSaKiwmeMmFOnTnHdddfxxx9/ABAZGcnMmTO5//77S2yrhffff8PChfDtt7BlS+nbnHee5zEqlys4A5KEU3v7g/QWD1Hd9eDtc4T//vsv9erVA2D16tW88847fPPNN9SuXZvhw4dz3333qZdJwxk9PHPnC//++y/XXHMNu3fvBjyDl3z22Wf07Nmz1O218N6yxTMBRnEaNICbb/Y899ylS3BHDAuX9vYX6S0eorrrwdvnRD1mzBjatGnDwoULOXDgAL169eKzzz6jb9++upkNKRCYzWbdP8Kwd+9errnmGg4dOgRAnTp1+P7777monJu5wfDOy/OMBPbDD7B6Nfzf/8FttxW+36uXZ+QwtxsuuQT69IH+/T3L1TVKaTi0d2WQ3uIhqrsevH1O1F9++SX/+9//GDZsGCNGjKBRo0ZBDEsSLLZt20avXr3UR+3OP/98Vq1aRePGjYN+bKcTNm0qTMzr18PZDuYArFrlnajT0uCrrzyXtmvXDnp4EolEEpL4nKgHDRrEnDlzvDoYiYiepmsszq+//krv3r3JysoCoFWrVnz//ffU9iELVsX7yy9h/nz46SfIzi57u9Ie07/++kofNiDoub2rgvQWD1Hd9eDtc6J++eWXhU/S4BlaU4+sXr2aG2+8kdzcXAA6d+7M8uXLfb7k46v3oUOee8hFL01v2wZLl5bctnFj6NkTevSAq6/2zPUcaui1vauK9BYPUd314O3zzeXXXnvNr4Ife+wxv4PRA/n5+VqH4Ddffvklffv2VZN0jx49WL16tV/3Zcryzs/3PDY1YgScfz40agQ7dnhv06OH598aNWDgQM/IYf/8A/v3e5YHDgzNJA36bO9AIL3FQ1R3PXj7fEbtcDj8Ktjf7SXBYcGCBQwbNkx9VvCGG25gyZIlmEymSpdpsXieXf7iC/j+e0+yLsoPP0CrVoWvO3Xy9OBu08Z7WkmJRCKRVIzPk3L4Ox+1wWAIiQfJAz0ph9vt1k0v97feeouHHnpIfX333Xczd+7cSj036Ha7Wbs2gnnzPCOCFZmWWsVohK5dYdQo705hekZP7R1IpLd4iOqulbc/ucnnb+xQHeu5LII1zaXFYglIwg8miqIwceJEnisy68SDDz7IG2+8UekPpMViYcqUJFau9F5/3nmeDl/9+3suceugX4Zf6KG9g4H0Fg9R3fXgHbY/n9LT09m5cycbN24MaLnOomNXhiCKovD44497Jelnn32WN9980+ckrSjw22+efwtwOp3cc49nOSUFRo70PAN97JhnXufrrw+/JA2h397BQnqLh6juevAO/bHTQozIYA6DVUWcTicjR47k/fffV9e9+uqrfnXs27gRHn3Uk4RXrfL0ygaP9403wiefeJJyFW5x64pQbu9gIr3FQ1R3PXj7fI9ar4hyj9pisTBw4ECWL18OePoUzJ49m3vvvden/bOy4KGH4MMPC9f17w9ff+1ZDlXvYCO9xUJUbxDXXQ/3qMVrlSpSMFhIKHHs2DGuuOIKNUlHR0ezZMkSn5P0nj1w6aXeSbpFC+8OYaHoXR1Ib7EQ1RvEddeDd6US9T///MM111zDrbfeCsDGjRt56aWXyMnJCWhwkopZtWoV7du3Z8vZ6aVSUlL4/vvv1bapiO+/h86dPTNVefaHN9+E7ds9czlLJBKJRFsqlaiHDh1Ky5YtadiwIQAdO3akVatWDBs2LKDBhSKxsbFahwCAzWZj3LhxXHvttZw8eRKARo0asX79eq688soK91cUeOMN6N3bc9kbPM8+//EHjB4N0dHe24eKd3UjvcVCVG8Q110P3pVK1O3ateONN96gfv366jqn08mqVasCFlio4uuz5MFk3bp1tG/fnsmTJ6vD3/Xu3Zvff/+dCy+80KcynnkGHn7YMzMVeO5Hr1/vGdazNELBWwukt1iI6g3iuuvBu1KJOiUlBYvFogr+9ddfPPHEE3Tq1CmgwYUieaWN9FFNZGdn88ADD9CtWzd27doFeCY9f+WVV1i2bBk1/RiHc8AAKPghOW6cZ+KMxMSyt9fSW0ukt1iI6g3iuuvBu1KPZ6WnpzNs2DA2bdrErFmz2LNnD127dvV6LEgSWL7++mvS09M5evSouq5jx47MmTOHNm3a+F1e+/awYAE4HHDHHYGMVCKRSCSBpEqPZx0/fpwjR45Qu3Ztr8vgvrJ+/Xruvfdejh8/zuDBg3njjTfK3DYvL493332Xc845hxYtWtC5c2efjhHox7NcLle1Pnd3/PhxRo8ezeeff66ui4+PZ+LEiYwePdqnWH74AaZM8cztXNlBSarbO1SQ3mIhqjeI666Vt1+5SakEI0eOLHX9pEmTlIceekiZP39+hWXk5OQoEydOVM6cOaMsW7ZMiYqKUlatWlXqtmfOnFH69Omj7N+/3+9YzWazAihms9nvfcsqrzpwuVzKu+++qyQnJyuA+te7d2/l4MGDPpWRna0ow4criqfrmKI89ljl46ku71BDeouFqN6KIq67Vt7+5KZK3aPesWMHzZo1IzU1lXvvvRen00lWVhbPPvssL774Is2bN+e9994rt4yoqCjGjRtHWloaffv2pX379mX+qrntttsYO3Ysjcvq6VSNVMdwc3///TdXXXUVI0aMwGw2A1CzZk0WL17Mt99+q/a2L4+//oKOHT3DexawdStUNnw9DLMXDKS3WIjqDeK668G7Uok6Ly+PkSNHsmjRItq3b8/777/PiRMncLvdJCUl0aVLF+bOnVtuGSaTSe2MlpubS+vWrUt9rGjp0qXs37+fTZs20adPH5566qlyp9C02WxkZ2d7/QWSYF4isdvtTJw4kTZt2vDzzz+r6wcPHsyuXbu44447fOqhuGiR97PRCQkwa5bnmelKTJwF6GOYvWAgvcVCVG8Q110P3pX62n7ggQe8npleuHAhLpeLmJgYdd2hQ4d8Kmv9+vU8+eST1K5dm/z8fOKK3UT96KOPuPTSSxkzZgxDhw6lffv2KIrCyy+/XGp5kydPZvz48SXWZ2Rk4HQ6SUlJIScnB5fLRVRUFPHx8epZa1xcHIqiqBOJF/RudzqdREZGkpiYiNPpJCMjg9jYWAwGg9pjMDk5mdzcXHXbpKQkMjMzAc+PksjISHJzcwFISkoiPz8fh8NBREQEycnJrF69mjFjxqi9ucHzXPSsWbPo1q0bdrudzMxMUlNTycjIACAmJobo6GgsFgsACQmJTJ6s8MILRrWM1q2dzJtnoUWLKFyuGLKycs5um4DD4cBmswGQlpZGVlYWbreb6OhoYmNj1R858fHxREVFqcdNTU3FbDar28bFxZVbh+XVN1BmHSYmJqqjBpVW33l5eV516Gt9p6SklFmHiYmJ2Gw27HY7BoOhxLZGo1Ed2Ke0OszMzERRFIxGIzExMV7bOp1OrFZrqXVYvL5dLpfXttnZ2T5/ZovWd0JCQrl1WFZ9m0wmbDZbuZ/Z8urbarWqdVjeZ7Z4faemppZbh+XVt8lkKrcOy6tvt9tNfn4+iqLgdrur9B3ha337+x1RdNuoqKhy67C8+rbb7aXWYXR0NA6Ho9z6Lu87orz6DuXvCEVRcDqdlf6OKF7fvn5HFNSVT1Tm2vrYsWOVzz//XFm+fLny2GOPKXfffbeyePFipUaNGoqiKMrBgweV+vXr+1TW8ePHlblz5yrnnHOOMmrUqBLvt27dWnnrrbfU1xMmTFBq165dZnlWq1Uxm83q35EjRwJ6j/rMmTMBKacAq9WqPPnkk0pERIR6HzoyMlIZO3askpub63M5LpeijBlTeD8aFGXYMEXJywtMnIH21gvSWyxE9VYUcd218vbnHnWlzqgfe+wxHn30UbZu3UqPHj144403ePrppxkzZgwPPfQQv/76q89DWNaqVYuhQ4diMBh45ZVXSrzvdDq95pRu06aN+uulNGJiYrzO7EOZTZs2MWTIEHbs2KGuu/jii5kzZw7t27f3q6zZsz0jjRUweTL83/+BDp7ll0gkEkk5VCpRn3feeSxatMhr3cSJE0lLS8PpdLJ06VJ69+7tV5kdOnSgbt26Jda3adOGvXv3FgYcFUXLli0rE3ZAMAVgfkebzcaLL77Iyy+/rP4IiY6O5oUXXuCJJ54gqhI3kocNgy++8DyK9d57nteBJBDeekR6i4Wo3iCuux68Kz17VmZmJkeOHOHw4cMcPnyYf/75h+HDhxMVFcXNN99c4fipVquVzZs3q6+XL1/OmDFjAJg6dap6ljlmzBiWL1+uXuNfv349Dz/8cGXDrjJV7Xjwxx9/0KFDB1566SU1SV988cVs3ryZcePGVSpJAxiN8Pnnng5jwRhyXQ8dLoKB9BYLUb1BXHc9eFcqK4wdO5bXXnsNg8GgjjVtMBh8HmcaPI8g9enTh6ZNm9K1a1c6depE3759Afj4449p0qQJF110EV26dGHChAmMGTOG5s2bEx8fzz333FOZsANCbm5upS6tOxwOXnrpJSZOnKgm6KioKJ577jmefPJJoovPglEBe/d67kQ3b164LjERevTwOzSfqKy33pHeYiGqN4jrrgfvSiXqw4cPc/LkSX7++Wc6depEvXr1WLVqlV/Po7Vt25YTJ06U+l7RM22AQYMGMWjQoMqEGhL8888/3HXXXfz222/qunbt2jF//nzatm3rd3l//AHXXecZZWzdOijljoFEIpFIwoRKXfpu3bo1NWrUoH///nz44YcAdO/enUceeSSgwYUi/g5DunLlStq1a6cm6cjISJ5//nl+++23SiXpNWvgyivh1Ck4dAgee8zvIipFIIZf1SPSWyxE9QZx3fXgXalE7XA4aNq0KRs3bqRp06ZcddVVdOnSBXfBnIlhTMGzf75w6NAhbr/9dvX5u6ZNm7J+/XpeeOEFjEZjBXuX5IsvPGfSZx/R47LLPAOZVAf+eIcT0lssRPUGcd314F2pS9/jx4/ntttuo1mzZnTp0oUaNWqwZcsWBgwYEOj4Qo7yRkUrzn333ac+jN+3b1+WLFlCQkJCpY47ezaMGlU4f3S/fvDxx5WfZMNf/PEOJ6S3WIjqDeK668G7UmfUb775JhdddJF6VnjVVVfRr18/fvzxx4AGF4pERPhWZQcOHGD16tUANGjQgIULF1YqSSsKvPQSjBhRmKQHD/acXVdXkgbfvcMN6S0WonqDuO568PbrjPqTTz7BarWyatUqUlJSvN7LyMjg5ZdfZsiQIQEML/RITk72absvvvhCXR45cmSJ+vIFmw3S06HoNN+PPw5Tp1b/QCa+eocb0lssRPUGcd314O1Xor7qqqu455572Llzp3rftQCj0cikSZMCGlwokpmZSVpaWoXbFU3Ut9xyS6WOtXKld5KeOhXGjq1UUVXGV+9wQ3qLhajeIK67Hrz9StQ1a9bk66+/5ptvvql08hGB48ePs379egBatWpF86IPO/tB//7w0EOe+9Pvvw933hnIKCUSiUSiB/y+OG80GstM0suWLatyQKGOL8PN/fLLL+ry9ddf71O5Tqenc9jZyXNUXn0VNm/WPknrYZi9YCC9xUJUbxDXXQ/ePp1Rd+rUidOnT5e7jdvt5r///vNv6q4gMmPGDGbMmOE1oUcg8GWIz4KzaYDLL7+83G1374Z58+DDD+H48ZKXt6OjQcOhzVUqO7Sp3pHeYiGqN4jrrgdvg1IwBmg5TJw4kQYNGtCgQQMMZfRicrvdfPbZZ8yYMSPgQVaF7OxskpOTMZvNAXmwPSMjo8L7GZ06dWLjxo3q9qmpqV7vnz4Nn3ziSc6//uq9b40anoFMqrNHty/44h2OSG+xENUbxHXXytuf3OTTT4lHHnmEmJiYCn95XHrppb5HGabk5eWxZcsWAFq2bKkm6fx8+OYbWLgQvvvOc6m7KFFRcP31nl7eFcxnIpFIJBKB8ClRx8fHl1i3ceNG5syZw7///kuLFi0YPny4X5Ny6JXExMRy39+0aZM65nnXrl3V9V9+CXfdVXL7Nm1g6FDPezVrBjTUgFKRd7givcVCVG8Q110P3pV60vvDDz/kiiuu4L///qN58+a43W5GjBjB0qVLAx1fyFEw3WZZFJ14o0uXLuryDTdAwe+dunXhiSfgzz89fw8/HNpJGir2Dlekt1iI6g3iuuvBu1J30T/88EP++ecf6tSp47X+iSeeoH///gEJLFSx2+3lvv/77zuAV4FcOnbsqK6Pj4fp0+H88+GKK0AHU6B6UZF3uCK9xUJUbxDXXQ/elUrUl156aYkkDZ4Hx8OdsjrTAWzfDl9//TzQGLASH+9dvffdF9zYgkl53uGM9BYLUb1BXHc9eFfq0rfVauWHH34gLy8Ps9nMb7/9xogRIzh58mSg4ws5ivfgLmDtWujWTcHhaAxARARs2RL63f59pSzvcEd6i4Wo3iCuux68fU7Uc+bMUZefffZZ5syZQ1JSEmlpaXTt2pUTJ07wftHxLsOUjIyMEuv++svTYzs7u+CX2WZuu20S4TR4W2neIiC9xUJUbxDXXQ/ePifq9PR0Hn74YXbv3k1iYiIfffSROlTmv//+y1dffUWNGjWCGWtIkpPjSdIFc0TDd8AVXHVVPQ2jkkgkEkm44HOinjJlCo899hjLli3jvvvu4/333ycuLo7OnTtTu3btYMYYUsTExHi9njQJDh70LJ9zzgHgFiCPiy++uLpDCyrFvUVBeouFqN4grrsevH0amaw0NmzYwCeffIKiKNx6661cdtllgY4tIAR6ZDK73a7Ow33gAFxwAdjtYDRCs2Y3sGPHUiIiIrBYLMSG0cglRb1FQnqLhajeIK67Vt7+5KZKz5jdpUsXpk2bxrhx43j66ae54IILmDp1amWL0w1Fp/ecPduTpAHGjHHzzz/fA9C0adOwStJAiWlNRUF6i4Wo3iCuux68K52o//rrLx588EFatGjB1q1b6dmzJ3379g1kbCFPrVrQqJHnmehbbjmkTkjSqlUrbQOTSCQSSdjgc6L+8ssvsVqtfPjhh3Tr1o22bduyYcMGpk6dyrFjx3j77be56KKLghlrSFB0uLkxY2D/fti2DY4f/1NdH471oIdh9oKB9BYLUb1BXHc9ePv8oO8dd9xB5NnhtAYOHMjrr79Op06dghZYVQnWNJd2u53o6Gj1tcHgmYbyiy/+UteF4xl1cW9RkN5iIao3iOuuB2+fz6iTkpJ46aWXOHr0KHPnzg3pJA2ex8l27typTjcZKMoaF3bHjh3qcjgmaj2MhxsMpLdYiOoN4rrrwdvnM+pZs2ZxSziN4FEFFAUcDk9P7wL++stzRh0dHU2zZs00ikwikUgk4YbPZ9QySXtIS0vj3389k2y0agVTp4LL5WLPnj0ANGvWLOQvo1QGESeUB+ktGqJ6g7juevCudK9vUcnMzOSvv8DphB07ICMDDh8+rM7AcsEFF2gcYXAQYcKV0pDeYiGqN4jrrgdvmaj9RFEU/irsN0arVqhn0wDNmzfXIKrgU8lxcXSP9BYLUb1BXHc9eMtE7SdGo1HIRC3iiEUgvUVDVG8Q110P3jJR+0lMTIyaqCMiPEOIipCo9TAebjCQ3mIhqjeI664Hb5mo/SQnJ4djxzzLdeqAySRGos4pnB5MKKS3WIjqDeK668FbJupKUDC+t8nk+bcgUaekpAg51adEIpFIgodM1H6SkJCAw+FZNhrBarVy6NAhwHM2bTAYNIwueCQkJGgdgiZIb7EQ1RvEddeDt0zUfuJwONQz6uho2L9/v9prMJwHOnEU/DoRDOktFqJ6g7juevCWidpPrFabmqiNRk+iLqBJkyYaRRV89DDMXjCQ3mIhqjeI664Hb5+HEJUU8vHHniFEU1Jg//6D6vrGjRtrFpNEIpFIwpOwTdTBmj3rnHPSuPXWwtePPXZAXQ7nRK2HYfaCgfQWC1G9QVx3PXiH7aXvYM2elZWV5fX6wIHCRN2oUaOAHiuUKO4tCtJbLET1BnHd9eAdtok6WLjdbq/XBw8eBCAyMpJ69eppEFH1UNxbFKS3WIjqDeK668E7bC99Bwu3O5oNGzwdyWrUKDyjbtCgAVFR4Vud4TgjmC9Ib7EQ1RvEddeDd/hmliCRmRlL166e5ZtvtquXTcL5/jRAbGys1iFogvQWC1G9QVx3PXjLS99+kpFhUZft9sLlcL4/DZCdna11CJogvcVCVG8Q110P3jJR+4nDUTjymNVa2MDhfkYtkUgkEm2QidpPIiMLL5Pk55vV5YYNG2oRTrURHx+vdQiaIL3FQlRvENddD94yUfuJ1eouslyYqOvXr69FONVGoJ9H1wvSWyxE9QZx3fXgLRO1n1gsdnU5NzdLXa5bt64G0VQfVqtV6xA0QXqLhajeIK67Hrw1TdTr16/nwgsvJCUlhTFjxlS4/ZIlS7jyyiuDH1g52AvzNLm5mepyuCdqiUQikWiDZonaYrGwZs0a1q1bx6JFi5g5cyarV68uc/tjx44xadKkaoywdEymRHU5J+cMAKmpqcTFxWkVUrWQmpqqdQiaIL3FQlRvENddD96aJeqoqCjGjRtHWloaffv2pX379kRGRpa5/ZQpUxg5cmQ1Rlg6WVl56nJOzmmAsB6RrACz2VzxRmGI9BYLUb1BXHc9eGuWqE0mEwaD51Gn3NxcWrduXeZl7ffff58777wzJM5abTZFXXa58gExLnvrYZi9YCC9xUJUbxDXXQ/emncmW79+Pb1798ZisZCfn1/i/X/++YeMjAw6d+7sU3k2m43s7Gyvv0By000KWVnw44/bgdmAGGfUehhmLxhIb7EQ1RvEddeDt+ZDiDZp0oShQ4cyduxYHn/8cWbOnKm+53a7efvtt3nllVd8Lm/y5MmMHz++xPqMjAycTicpKSnk5OTgcrmIiooiPj5evfQRFxeHoijqD4aUlBQsFgtOp5PIyEgSExNxuWwoioOMjD2A5zJ4WloaLpeL3NxcddukpCQyMz2dzUwmE5GRkeTm5gKQlJREfn4+DoeDiIgIkpOTvbaNiorCYvGMepaYmIjNZsNut2MwGEhNTSUjIwOAmJgYoqOjvba12+3qROhpaWlkZmaiKApGo5GYmBhycnIASEhIwOFweG2blZWF2+0mOjqa2NhY9UdOfHw8BoNBPW5qaipms1ndNi4urtw6LK++AfLyPPWYnJzsVYeJiYnqEK2xsbEYDAavbfPy8sqsw/LqOyUlpdw6LFrfSUlJXtsajcZy67C8+nY6nWoP0+J1WLy+XS6X17bZ2dk+f2aL1ndCQkK5dVhWfRuNRmw2m8+f2eL1bbVaff7MFv98+/OZLbqtyWQqtw7Lq2+3201+fj5ut5v4+PgqfUf4Wt+h9h0RFRWFw+Go9HdEefUdyt8Rbreb2NjYSn9HFK9vX78j/OltblAURal4s+Azf/58XnnlFXbs2KGu++WXX+jduzcmkwnwnC1brVaSk5M5ffp0qeXYbDa1UsAzPFz9+vUxm80kJSVVOc6MjAzS0tJ499131Xvms2fPZvjw4VUuO5Qp8BYN6S0WonqDuO5aeWdnZ5OcnOxTbtL8jLqADh06lLjX26lTJ3bv3q2+/vTTT/nkk0/49NNPyywnJiaGmJiYoMVZwL///qsui3DpWyKRSCTaoNk9aqvVyubNm9XXy5cvV5+lnjp1Kjt27CAmJoZ69eqpf6mpqeo6rfjjj3heeAGWL28HNAPE6EwWCh35tEB6i4Wo3iCuux68NTuj/vvvv+nTpw9Nmzala9eudOrUib59+wLw8ccf06RJEy666CKtwiuTdesi8NwCvwX4ANhL7dq1tQ2qGgiROyTVjvQWC1G9QVx3PXhrlqjbtm3LiRMnSn2v6Jl2UYYMGcKQIUOCGFXF5OU5gYJegnYiIiI455xztAypWsjPz9fFvK2BRnqLhajeIK67Hrw1fzxLbzgcRV/ZqVmzJhERsholEolEEhxkhvGTiAhTkVd2zj33XM1iqU5SUlK0DkETpLdYiOoN4rrrwVsmaj8pOnuWSIm64LlA0ZDeYiGqN4jrrgdvmaj9pOgQoiIlaj3M2RoMpLdYiOoN4rrrwVsmaj9xOotWmZ3zzjtPs1iqk6iokHnkvlqR3mIhqjeI664Hb5mo/URRijaqOGfU8fHxWoegCdJbLET1BnHd9eAtE7Wf5OYW7fYtTqLWw1RwwUB6i4Wo3iCuux68ZaL2k8aN3dSr9y/wB5AvTKKWSCQSiTbIRO0nkyYZuPHGKcAlwGlhErUehtkLBtJbLET1BnHd9eAdtol6xowZtGzZko4dOwa87JMnT6rLonQmk0gkEok2hG2iTk9PZ+fOnWzcuDGg5ebl5XkNfVqzZs2Alh+qFMzxKhrSWyxE9QZx3fXgHbaJOpgUnFHHx8frosegRCKRSPSLTNR+8tBDKezd+wGwiho1amgdTrWRnJysdQiaIL3FQlRvENddD94yUfvJli0KTmdHoAtpaWlah1Nt5Obmah2CJkhvsRDVG8R114O3TNR+YrO5zy45dDGYe6BwOp1ah6AJ0lssRPUGcd314C0TtZ8UjvVtJzU1VdNYqpPIyEitQ9AE6S0WonqDuO568JaJ2k/s6uRZYiXqxMRErUPQBOktFqJ6g7juevCWidpPRD2jzsrK0joETZDeYiGqN4jrrgdvmaj9xKEO9S1WopZIJBKJNshE7SeF01zahepMFhsbq3UImiC9xUJUbxDXXQ/eMlH7SdFELdIZtcFg0DoETZDeYiGqN4jrrgdvmaj9wO0Gt7ugh6BDqESth2H2goH0FgtRvUFcdz14y0TtB4oCl1zyNTABmC9UopZIJBKJNoRtog7G7FmRkXDBBZ8CzwOzhUrUehhmLxhIb7EQ1RvEddeDd9gm6mDNnnXmzBl1WaTOZHq4PBQMpLdYiOoN4rrrwTtsE3WwyMzMVJdFOqN2FD6XJhTSWyxE9QZx3fXgHaV1AHrC5YKMDIB44uIiiY6O1jqkaiMiQszfdNJbLET1BnHd9eAtE7UfHDgAe/f+evbVF5rGUt3o4T5OMJDeYiGqN4jrrgfv0P8pEUIUnWTFaAz9gdwDSdFL/iIhvcVCVG8Q110P3jJR+0Furk1djokRK1FLJBKJRBtkovaDrKwcddlkEuuugclk0joETZDeYqGF908//US7du1IS0vj3nvv5aabbqJr16788ssv6jY7d+6kf//+GAwGvv3221LLmTRpEgaDgZdeeolTp04BMGfOHG655RYGDRpEWlqaOgrXyZMnefXVVzEYDNxyyy08/PDDPPvss9x1111ccsklfsV/+PBhXn75ZT755BP27t0LwH///UePHj1ISEigd+/eZHg695TLP//8Q0JCgl/HLo3PPvuMmjVrEhMTw+eff+713rRp0zAajcyePVtdp4vPuhLmmM1mBVDMZnOVy/rii0OKZ9gTRWne/PsARKcfrFar1iFogvQWC628n376aeWyyy5TX48dO1ZJSEhQTp48qa77/vvvFZPJpPTq1avE/k6nU2nevLkCKA6HQ1EURVm3bp3SoUMHxeVyKYqiKEePHlXq1Kmj7uNwOBRAWbVqlaIohe7vvfeez3Fv3LhRGTBggJKbm+u1fsqUKcrBgweVnTt3Kg0bNlSefvrpcstxuVzKrbfeqgQqJb3++uuKyWQqEdehQ4eU0aNHe63Tqs39yU3yjNoP8vMLu/FHR4f++LCBJDc3V+sQNEF6i4VW3lFR3lfo7rrrLiwWCz///LO6Ljo6mjvvvJNVq1axe/dur+2/+uorunXr5lXW//73P2JiYtRezXXq1OGBBx4o85gF7oMGDfIp5tOnTzN48GDeffdd4uLivN4bPXo0DRs25MILL+S2224jMrL8W4Vvvvkm99xzj0/H9YUhQ4ZgMBj49NNPvdZ//PHHjBw50mudHj7rMlH7QdFEHRUlVqKWSCTVR8EcyTVq1PBaf/nll9OmTRveeustr/VffPEFAwYM8FrXuXNn1q9fz6BBg9TybrvttnKPu3DhQq8E3q9fP1599dVSt500aRKNGjVi2rRp9OjRg3nz5qnvFZ2RymKx8NBDD5V5zG3bthEVFUWrVq3K3Gbjxo3ceOONTJgwgWeffZZatWoxcOBATpw4Qb9+/UhOTva6nJ2amsrAgQN59913vcrZtWsXLVu2LLsCQhSZqP3AahX3jDopKUnrEDRBeotFKHhnZGTwzDPP0LNnT6644ooS748ePZoFCxZgNpsB2LFjB82bNy8xrkP37t157bXXWLJkCc2aNeO9996jadOmJcp7//33efLJJ3n22WdJT0/3eu/mm2+mS5cupca5ZMkS+vTpw4svvsjEiRMZPnw4K1asUN/fv38/999/P7/++qvXiI5FsdvtzJ07t8Rxi9OmTRvy8/PZvHkzo0aNYtOmTXzxxRfMnj2bzz77jHnz5vHcc8957TNy5Eg2bNjAtm3bAFi/fn2pLqHQ5hUhE7UfWK2Fz2cZjWJVXX5+vtYhaIL0FgstvQ8dOsQjjzxCw4YN6dGjB99++22pUzDeeeedGI1G5s6dC8Ds2bO5//77Sy3zkUce4ffff6dp06bcf//99OvXD2fR50yBe++9l5dffpmXX36ZZ5991uu9YcOGcdlll5UoNyMjg+PHj9O9e3cAunTpQvfu3VmwYIG6Tc2aNbnllltwu93cdNNNpcb3+uuv8+ijj1Y41WRMTAy1atWiffv21KlTh3r16lGrVi0uv/xyTCYT7dq14+TJk177dO7cmfbt2/POO+8A8Mknn3D77beXKFsPn3Wxsk0VEfketR6G2QsG0lsstPQ+55xzmDZtGtdccw3Lly8vM3nFxsZy3333MWPGDDIzM8nPz6d27dolttu3bx8AF198MevXr2fatGksX76cN998s9RyHQ4HN998s08jdRUke5fLpa5r06aN15lzYmIi1157LV999RU7d+5Ue6IXZcKECVx88cXUqFGDiy++GPBc7l+3bl2JbYvXR9H73hERESiKUmKfkSNHsmjRIk6cOIHb7SYxMbHENnr4rMtE7QeNGp0ELgW60bnzTq3DqVb0MMxeMJDeYhEK3u+//z4nT55k3LhxZW7zwAMPcPDgQe644w6GDBlS6jY//vgjJ06cADxJ7uGHH6Znz55qAi9OREQETZo0ISIigr/++qvcGGvWrEmtWrXUx7HA0zntoosuKrFto0aNqFu3LmlpaSXe27NnD1u3bmXr1q0sX74cgK1bt9KhQ4dyj+8rd911FwC33nort956a6nbhEKbV0ToR1hJgjHNZVSUBfgNWEedOvaAlasHRJoprCjSWyy08nY6nerZaWpqKh999BFvvPEGS5cuVbdxuVzqmWzDhg25/vrrOXnyJF27dlXfLygLwO1288wzz+B2u9X3T5w4Qe/evdX3AfVMtMD9888/V0frmjVrFj/99FOJeA0GA4888gifffaZum7z5s1qr/LffvtNPVP97bffuOuuu9Qz4K+//povvvAMwVyvXj31r1atWuq6mJiYEsdUFKXUs+bi2xQlPj6eQYMG8d9//3H55ZeXuo8ePuthO2pHeno66enpZGdnB2wsV6vVqi6X9kEKZzIyMkr9RRzuSG+x0MJ7zZo1LFu2jH379rF48WJuuukmunTpwosvvsjAgQN54okn6NWrF/PmzeP06dO0a9eODh06MHr0aA4ePAh4ejN/8MEHgOe+79ChQwHPgCe//vorl156KadOnWLkyJFqgn/vvfcAmDx5MitXrsRqtWI2m/nxxx85cuQIgLr+yiuvLBH3448/ztixY3nhhRdQFIWHHnqIpk2bYrfbGTZsGHa7nT59+lC/fn0mTZqk7vfjjz9iMBi4+eabfa6jnTt38uuvv3Lw4EH++ecfdu7cyX///cfnn39Os2bN1Pv1c+bMYfjw4V77jho1ivr165dZth4+6walop8oOqcgUZvN5ir37nv33XfVZ/Dmzp2r/mcQAT18mIOB9BYLUb1BXHetvP3JTWF7Rh0Mjh0zArcBTszmGhVtHlaIdgWhAOktFqJ6g7juevCWidoP/v67JvAxADt2bNU0lupGpLm3iyK9xUJUbxDXXQ/eYduZLBjYbG51WbTZsywWi9YhaIL0FgtRvUFcdz14y0TtB3Z74TODJpNYiVoikUgk2iATtR/Y7UXPqMW6a1DaQAEiIL3FQlRvENddD94yUftB0UQt2hm1zWbTOgRNkN5iIao3iOuuB2+ZqP2g6KXvmJjQ74AQSOx2sQZ4KUB6i4Wo3iCuux68NU3U69ev58ILLyQlJYUxY8aUuk1ubi533nknSUlJtGvXjl9//bWaoyzEbi985NxkEuvSd0WD5ocr0lssRPUGcd314K1ZorZYLKxZs4Z169axaNEiZs6cyerVq0tsN336dK677jrWrFlDw4YNueGGGzSb6NvhKLz0HRsr1hl1amqq1iFogvQWC1G9QVx3PXhrlqijoqIYN24caWlp9O3bl/bt23vNhlJA165dueeee7jkkkv48MMPyczMZOdObSbEcDjEPaPOyMjQOgRNkN5iIao3iOuuB2/Nso3JZFKXc3Nzad26danjyV511VXqclJSEomJidStW7fMcm02m1fngOzs7MAEDLjdViALiCI+XqwzaolEIpFog+anhevXr+fJJ5+kdu3a5OfnExcXV+a2e/fupVu3btSpU6fMbSZPnsz48eNLrM/IyMDpdJKSkkJOTg4ul4uoqCji4+Mxm80AxMXFoSiKOpF4SkoKFosFp9NJZGQkdeosYs8ez4DvV12VgdVqJS8vD4Dk5GRyc3PVbZOSktQZaEwmE5GRkeol+6SkJPLz83E4HERERJCcnOy1bVRUlPoQfmJiIjabDbvdjsFgIDU1Vf0FGBMTQ3R0tNe2drtd/aGSlpZGZmYmiqJgNBqJiYkhJycHgISEBBwOh9e2WVlZuN1uoqOjiY2NVX/kxMfHoyiKetzU1FTMZrO6bVxcXLl1WF59A2XWYWJiIllZWYBnDl6DweC1bV5eXpl1WF59p6SklFuHRes7JibGa1uj0VhuHZZX306nU53YpXgdFq9vl8vltW12drbPn9mi9Z2QkFBuHZZV34qiYLPZfP7MFq9vq9Xq82e2+Ofbn89s0W1NJlO5dVhefbvdbvLz87HZbLjd7kp/R1T0mQ3l7wiXy4XD4aj0d0R59R3K3xE2mw2n01np74ji9e3rd0TRSZ4qQvNJOf777z++++47xo4dy2233cbMmTPL3PaRRx4hPT2dpk2blrlNaWfU9evXD8ikHF26dFE7s7lcLl3MYxooHA6HLobaCzTSWyxE9QZx3bXy1tWkHLVq1WLo0KEYDAZeeeWVMrf76aefuOyyy8pN0uD5RROsQdYLfgBER0cLlaQBcnJyhJxZR3qLhajeIK67HrxDJtt06NChzHvP+/btY9euXQwYMKCao/Km4FJF0fvrEolEIpEEE80StdVqZfPmzerr5cuXq89ST506lR07dgBw9OhR3nrrLXr37s3Bgwf5888/mTVrliYxnz59HTAHh+MtDh3SJATNSEhI0DoETZDeYiGqN4jrrgdvzS59//333/Tp04emTZvStWtXOnXqRN++fQH4+OOPadKkCbVr1+bKK69k3759vPnmm+q+S5Ys0STmvLy2wGCsVsjIgIYNNQlDExwOB0ajUeswqh3pLRaieoO47nrw1ixRt23blhMnTpT6XtEz7b1791ZXSBXidBaOYFPKI99hjc1mIz4+Xuswqh3pLRaieoO47nrwDpl71HrAVTjUN1Gad8OTSCQSiQjIRO0HLlfhGbVoiTrUe0UGC+ktFqJ6g7juevCWidpH3G43ilJYXaIl6oKBAkRDeouFqN4grrsevGWi9hHPM9SF2Vm0RK3xuDiaIb3FQlRvENddD94yUftI8UQtWmeyUO8VGSykt1iI6g3iuuvBWyZqH/EMdlKYnUU7ow7WaG+hjvQWC1G9QVx3PXjLRO0jol/6LhhkXjSkt1iI6g3iuuvBW7B0U3k8Z9T/A/KoX78JJlMHrUOSSCQSiQCE7Rn1jBkzaNmyJR07dgxIeZ4z6inAQK67bjYh/nx8wNHDMHvBQHqLhajeIK67HrzDNlGnp6ezc+dONm7cGJDyik6dqYd7GoHG6XRqHYImSG+xENUbxHXXg3fYJupAU3SSbxFnz/JnkvNwQnqLhajeIK67HrxlovYR0c+oJRKJRKINMlH7iCdRfwccYebMR7UOp9pJTU3VOgRNkN5iIao3iOuuB2+ZqH3Ec3nkPKAeOTlJWodT7ZjNZq1D0ATpLRaieoO47nrwlonaR4o+Rx0REfpDzgUat9utdQiaIL3FQlRvENddD94yUfuId6IO/YYNNNHR0VqHoAnSWyxE9QZx3fXgLRO1j6SkpBATEwdAVJShgq3Dj9jYWK1D0ATpLRaieoO47nrwlonaR2666Sbq1GkIQFxc6A/iHmiys7O1DkETpLdYiOoN4rrrwVsmaj8oeC5etHG+JRKJRKIdMlH7QUGiFm2KS4B40cZMPYv0FgtRvUFcdz14y0TtByKfUbtcLq1D0ATpLRaieoO47nrwlonaDwraU8RErYdh9oKB9BYLUb1BXHc9eAuYcirPW2/B6dMWzjsv9GdbkUgkEkl4YFAUJSxH75gxYwYzZszA5XKxZ88ezGYzSUlVH1FMURQMBvEez5LeYiG9xUNUd628s7OzSU5O9ik3he2l70BPc1mAHrryBwPpLRbSWzxEddeDd9gm6mChh44HwUB6i4X0Fg9R3fXgLe9R+4iiwLZtYLUaqVULGjbUOqLqJUrEHnRIb9EQ1RvEddeDd+hHGCK4XNCuHUAC3brBL79oHFA1o4dnDYOB9BYLUb1BXHc9eMtL3z5S8Aw1iPl4lh6mggsG0lssRPUGcd314C0TtY8UTdQijkwmkUgkEm2QidpHRD+jjouL0zoETZDeYiGqN4jrrgdvmah9pGjHQBETdZg+bl8h0lssRPUGcd314C0TtY+Ifkadn5+vdQiaIL3FQlRvENddD94yUfuI6IlaIpFIJNogE7WPiN6ZLCUlResQNEF6i4Wo3iCuux68ZaL2EdHPqHNycrQOQROkt1iI6g3iuuvBWyZqHxG9M5kehtkLBtJbLET1BnHd9eAdtimn6OxZgaBJEzh2DDIzczj33MSAlKkn9DDMXjCQ3mIhqjeI664H77Cd5rIAf6YS8wW3201EhHgXIqS3WEhv8RDVXStvOc1lEMnKytI6BE2Q3mIhvcVDVHc9eMtELZFIJBJJCBP6F+dDhKNHYfFiUJQEunSByy/XOqLqJTY2VusQNEF6i4Wo3iCuux68ZaL2kf374YknAIyMHSteojYYDFqHoAnSWyxE9QZx3fXgLS99+4joz1Hn5eVpHYImSG+xENUbxHXXg7dM1D4i+shkEolEItEGmah9RPQz6uTkZK1D0ATpLRaieoO47nrwlonaR0QfmSw3N1frEDRBeouFqN4grrsevDVN1OvXr+fCCy8kJSWFMWPGlLnd0qVLGT16NMOHD2f16tXVGGEhop9RO4tWgEBIb7EQ1RvEddeDt2Ypx2KxsGbNGtatW8eGDRu48cYbuf766+nZs6fXdrt372bixIn89ttvuN1uOnbsyDfffEPdunWrNV7RE3WkoDfmpbdYiOoN4rrrwVuzM+qoqCjGjRtHWloaffv2pX379qVW2PTp07nuuuswGAxERkbSpUsXZs2aVe3xit6ZLDFRvPHNQXqLhqjeIK67Hrw1S9Qmk0l9fi03N5fWrVtz5ZVXltjuxx9/pGHDhurr5s2bs3bt2uoKU0X0M2o9DLMXDKS3WIjqDeK668Fb85Szfv16nnzySWrXrk1+fj5xcXFe7x89epS0tDT1dUJCAseOHSuzPJvNhs1mU1+bzWbAMwB6VYiOhpYtwWZzERsbSRWL0x3Z2dm6mGUm0EhvsRDVG8R118q7ICf5NC+WojHHjx9X5s6dq5xzzjnKqFGjSrwfHx+vLF++XH09c+ZMpUWLFmWW9/zzzyuA/JN/8k/+yT/5F/J/R44cqTBPav7zqVatWgwdOhSDwcArr7xS4v06deqoZ8UAOTk51KlTp8zynnrqKR599FH1tdvtJiMjg3POOafUoeI6duzIxo0bfYo1Ozub+vXrc+TIEZ+nzPSn/MruE+xjVMa7MnFJb98J5jGkt1jeUD3fbaJ6l7WPoigV5rMCNE/UBXTo0KHUntw9evRg79696ut9+/Zx1VVXlVlOTEwMMTExXutSUlLK3D4yMtLveaqTkpJ83qcy5fu7T3UcA/zzrswxpLfvVMcxpHfoxFQdx4DgfreJ6l3ePr4OtqJZZzKr1crmzZvV18uXL1efpZ46dSo7duwAYMSIEaxatQrwPO/2+++/M3z48IDFkZ6eHrCyAlW+v/tUxzEqQ7A9RPWurmP4i/QOzvbVdQx/kd7B3acoBkXx5U524Pnzzz/p1asXTZs2pWvXrnTq1Ilbb70VgEsuuYSnnnqKAQMGADBv3jx27NiB3W7npptuKveMOphkZ2eTnJyM2Wyu1K82vSK9pbcIiOoN4rrrxVuzS99t27blxIkTpb5X9EwbYOjQodURUoXExMTw/PPPl7i0Hu5I7/Dznjp1KocOHWLGjBkl3gtn7/IQ1RvEddeLt2Zn1BKJJDi88MILfP7557Rp04YDBw7w559/ctNNN5GZmcmaNWvYuXMnFouFrKwsunXrFpQYhgwZwr///ssFF1zAsGHDuPjii0tsk5OTw1NPPUVOTg5r167l4MGDQYlFItE7IdOZTCKRBIa6deuyceNGTCYT8+fP55lnnmHhwoUAfPzxxwC0atUq6HEMGjSIIUOGlPl+YmIib7/9NgcPHix1sCOJROJBJmqJJMy46aabMJlMpb7Xv39/3G53NUckkUiqgpzmUiIJM2rUqFHme7GxsRw/fpyhQ4cyYsQIAGbNmkWLFi343//+R9++fUlNTeWzzz5j2bJltGjRgqZNm6qXpRVF4a233mL8+PFceumlzJ0716eYXC4XEyZM4NVXX+Wiiy7inXfeqbKnRCIKMlFLJILRoEEDjEajOtRu79692bNnDzt37uTrr7/mySefZOzYscTExPD333/TsmVLNbEuWrSIlJQUnn/+eWbOnMmIESM4cOBAhcdcsWIFJpOJxx9/nG+//VYXMxZJJKGCTNQSiWAYjUZq1aqlvi6Y9KZXr15ERUXRoUMHFEXhmmuuAaBdu3acPHkSgAULFrB7926mT5/OmjVr6NGjB8ePH6/wmAkJCUyZMoUFCxZQv359brjhhiCYSSThiUzUEomAFB1Ot/jQusXPdiMiItT72keOHKFfv348/PDDPPbYY6xYsYKuXbtWeLzu3bszYcIERo8eTdu2bTlz5kwALCQSMZCJWiKR+Ezt2rX5/PPP1ddWq5Vt27ZVuN/BgwdJT09nz5491K9fX70/LpFIKkYmaokkjHG5XDiLTqZ+FkVR1On1iv9bGgXv3XHHHUyfPp0JEybw008/8cgjj9CoUaMK41i7di2bNm3ivPPOY+rUqb5N7SeRSAD5eJZEErZs3ryZTz75hJMnTzJnzhxuu+02kpKSOHToED/++CNnzpxh165drF+/HvB0FBs2bBiffvop//33H0uXLuWCCy5g9erVnD59mu3bt3Pvvfdy4MAB3nrrLRYvXsx7773n09CLiqLQt29fRo0aRW5uLm+++Waw9SWSsEGOTCaRSALOkCFDuPLKK8sd8KSAggFP5MhkEknpyEvfEolEIpGEMPLSt0QiCQoLFy5k06ZNPo31LZFIykZe+pZIJBKJJISRl74lEolEIglhZKKWSCQSiSSEkYlaIpFIJJIQRiZqiUQikUhCGJmoJRKJRCIJYWSilkgkEokkhJGJWiKRSCSSEEYmaolEIpFIQhiZqCUSiUQiCWFkopZIJBKJJISRiVoikUgkkhBGJmqJRCKRSEIYmaglEolEIglhZKKWSCQSiSSEkYlaIpFIJJIQJkrrAIKN2+3m2LFjJCYmYjAYtA5HIpFIJBIURSEnJ4c6deoQEVH+OXPYJ+pjx45Rv359rcOQSCQSiaQER44coV69euVuo5tEvWvXLt5++22aNm3K3r17uf/++2nXrl2F+yUmJgKeykhKSqpyHDk5OWqZIiG9xUJ6i4eo7lp5Z2dnU79+fZ+OrZtEfffdd/P1119Tt25dDh8+zLXXXsuuXbsq3K/gcndSUlJAErXT6QxIOXpDeouF9BYPUd219vbllqxuOpPt2rWLnJwcAGJjYzGbzZrEUdG9hHBFeouF9BYPUd314B36EZ5lwIAB3HfffeTk5LBw4ULeeuutUrez2WxkZ2d7/QWS5OTkgJanF6S3WEhv8RDVXQ/eBkVRFK2D8AWLxcL111/P8ePHeeyxxxg+fHip273wwguMHz++xPoDBw6QlJRESkoKOTk5uFwuoqKiiI+PV8/O4+LiUBSF/Px8AFJSUrBYLDidTiIjI0lMTOTff/8lISGB2NhYDAYDeXl5gKexc3Nz1W2TkpLIzMwEwGQyERkZSW5uLuC5DJ+fn4/D4SAiIoLk5GSvbaOiorBYLIDnHrvNZsNut2MwGEhNTSUjIwOAmJgYoqOjvba12+3YbDYA0tLSyMzMRFEUjEYjMTEx6lWJhIQEHA6H17ZZWVm43W6io6OJjY1Vf+TEx8eTkZFBTEwMAKmpqZjNZnXbuLi4cuuwvPoGyqzDxMREsrKyAEqt77y8vDLrsLz6TklJKbcOi9Z30f8eMTExGI3GcuuwvPp2Op1YrdZS67B4fbtcLq9ts7Ozff7MFq3vhISEcuuwrPq22+2kpqb6/JktXt9Wq9Xnz2zxz7c/n9mi25pMpnLrsLz6drvd5OfnY7FYqFevXpW+I3yt71D7jrBardSsWbPS3xHl1Xcof0dYLBbq1KlT6e+I4vXt63eE1Wqlbt26mM3mCi+96yZRnz59mq+++opjx44xZcoUvv76a3r27FliO5vNplYKFN6w96UyfCEjI4O0tLQql6M3pLdYSG/xENVdK+/s7GySk5N9yk266Uw2aNAglixZQkpKCgaDgTvuuIODBw8SHx/vtV1MTIx65hcMTCZT0MoOZaS3WEhv8RDVXQ/eurhHffr0af78809SUlIAeOaZZ0hKSvKp13egiYyMrPZjhgLSWyykt3iI6q4Hb10k6rS0NEwmE0ePHlXXnXPOOTRv3rzaYym4hyQa0lsspLd4iOquB29dXPqOiIjgq6++YsKECVxyySWcOHGCV155Rchn/iQSiUQiFrrpTFZZ/Llh7wtOp5OoKF38vgko0lsspLd4iOqulbc/uUkXl75DiYJHCkRDeouF9BYPUd314C0TtZ84HA6tQ9AE6S0W0ls8RHXXg7d41zkqicPh4Ndff2Xp0qUcOnRIHQjDbo/njz/uL7Jl2eO2tm27kPj40+rrU6cuYt++a0rZ0ruM6OhcOnWa4zUm7N9/X8epU0U70ykU3sQoXK5RYwfnn7+isGSDgU2bHsDpNFFyiFnvFc2afUfNmn9jMBjODpJQn+3b7yjTryidOr1DdHTh8+xHjnTi8OEuFe6XkHCCtm2XeK3btu1WcnJql9i2+E2bevV+o0GDDWrbuFzR/P77gwVbl3q8gjJatlxCUtIxdX1GRjP27LkeRXFjMJT9ezYy0kHHjt6j5O3f35OTJ9uUuU8BaWn7aN58qde6LVvuw2ar+BZN48arOe+8berr/PxU/vxzaIX7AbRrNweTqXDEvuPH23Po0FVe25TmbTJl0q7dPK91u3ffRFZW4wqPWavWFho1WuO17rffHkFRKh7nuEWLL0lNPaC+NpsbsmvXLRXuB9C58zQMhsK2P3ToCo4f71Dm9gXeycmHufDCz7zeO3z4IerWvZToaGO5xxw0CPr3L3ydmQkjRpS9fYMG8H//BzVrlu8SbPQwlGYw0IW3EuaYzWYFUMxmc5XKeeihhxQ83/bF/mopnq97X/5aF9t3sI/7HSvluIt93HdeKftm+Ljv7cX26+iHa0qxfZ/xcb/fSon3Fx/3nVBsvzg/4r2s2L43+bifpZR43/Fx389L2feAj/veX2y/5n64Niy270M+7re7lHi/9XHf6aXs6/Rx397F9uvhh2tEsX2n+rjfqlLi/dOnfadO9f7uOHas4n2eeqpKX08SHeJPbtLBT4nKMWPGDFq2bEnHjh0DUt7VV18dkHIkEomkOPv3ax0B6jCYoqEHb9nr249yRo0aRdeuXTnvvBuIiDBiMilcdJGDEyc8D8yXVpVF19Wo4cJoLFyfl2cgKyuizO0LiIiA885zeq3LzIwgP98zFrXBYCjzLzZWIS1N8Sr72LEIih+m6HELllNS3MTGugHIysrCZErmzBnfBgeoVctF0StK2dkGLJaKfxdGRyvUrOn2WnfqVAQOh6HU6eCKrktIcJOUpKjr3W7477/IUrctXsY557goOqBdfr6BzMwIzGZzBYP2K9Sp4x1vZqaB/PyKXU0mhbQ0733/+y8Ct7viy8HJyW7i4wvbzOGAU6d8a5tzz3VRtJOrxWIgO9s73tK8IyMVzjvPO94zZyKw2SqONy7OTUqK94fu2DHf4k1NdREbW/jaaoWMDN/2rV3b5XWLx2w2kJtbdtsUeBuNCjVqeFyzs7Np2bIlcB7dul3N4sWLyz1mcjIU/apxueDYsZLbZWZC27ae5X794JtvfFIKGnII0erFn9wkE7Wf5Obm0rhxPKdOQZMm8M8/AQhSB+Tm5pYYrlUEpLdYlOatKAqxsbHYbDZatWrF9u3bA3Ismw1uvhkSEuCSS+CJJwJSbKWRbV69hOVY36FCdHQ07rMnFXrogxAooqOjtQ5BE6S3WJTmbTAYqF27NgcPHuT48eMBO1ZMDHz7bcCKqzKyzUMXgVJNYLBYLEIm6oIp3kRDeotFWd61atUC4MyZM9jt9uoMqdqQbR66CJRqAoeIiVoiEZmCRA1w8uRJDSORiIhMNX6SmJgoZKJOTEzUOgRNkN5iUZZ37dqFz/EH8vJ3KCHbPHQRKNUEBpvNJmSittlsFW8UhkhvsSjLu+gZ9X///Rew4w0YAPXrewY70bpbr2zz0EV2JvMTu90uZKIO1/tyFSG9xaIs72Al6lOn4N9/C46N1yOC1Y1s89BFoFQTGAqezwWxEnVZzyCHO9JbLMryDtal74SEwmWt+zTJNg9dwjbVBHpksgJSU1PVRK2D9g0YqampWoegCdJbLMryDtYZdSglatnmoUvYJur09HR27tzJxo0bA1puRkaGei9JpDNqPQyzFwykt1iU5R2sRF10nI3c3IAVWylkm4cu8h51JTCbte/4IZFIqo/zzjtPXT5W2niglSSUzqgloYtA54SBISYmhrg4zy9hkUbbi9Gyl4uGSG+xKMvbaDSqZ9WHDh0K2PFCKVHLNg9dZKL2E6Ox/LlowxXpLRbSuyRNmjQBPJe+8/LyAnK8UErUss1DF5mo/SQnJ0frEDRBeouF9C5J48aN1eWDBw8G5HihlKhlm4cu8h61nzid8PTTno5kjRvDsGFaRySRSKqDgjNqgP3795+d+rJqFL19pnWiloQuMlH7icmUwKRJnuXu3cVJ1AlFf/oLhPQWi/K8iybqAwcOBOR43brBO+94zqw7dw5IkZVGtnnoIhO1n9jtDsBzT0Okx7McDocu7uUEGuktFuV5F730vX///oAcr0ULz18oINs8dBEo1QSG/PzCcWFFStR6GA83GEhvsSjPOxhn1KGEbPPQRaBUExgKRiUDsRK1RCI6derUITo6GgjcGbVE4gthm2qCNYRoSkqauixSok5LS6t4ozBEeotFed6RkZE0atQI8CRqJQCjHjkc8PffsHmz518tkW0euoRtqgneEKJZ6rJIiTozM1PrEDRBeotFRd4Fl79zc3M5ceJElY938iRccAF06OB5mkRLZJuHLgKlmsDgchX+ihYpUQfi7EGPSG+xqMi7RZGeX38H4BQ4lJ6jlm0eugiUagJDZGS0uixSog71XpHBQnqLRUXeRRP17t27q3y8UHqOWrZ56CJQqgkM0dGF48KKlKj1MB5uMJDeYlGR9wUXXKAuB+KMOioKCg6pdaKWbR66CJRqAoPVaqFbN7jsMrjwQq2jqT70MMxeMJDeYlGRd6AvfUPh5e/s7IAUV2lkm4cuuhvwZP369WzYsIHzzz+fyy+/nHPOOadaj5+WpvDLL9V6SIlEEiLUqVOHhIQELBZLQC59A6SlwZkzoIM+TRKN0FWinjNnDgcOHOCll17SLAY9DDcXDKS3WEjv0jEYDLRo0YLNmzdz8OBBrFYrJpOpSscseDooKwtcLoiMrFJxlUa2eeiim0vfP/30Ex9//DETJ07UNA6n06np8bVCeouF9C6bgsvfbrebffv2VfmYRR/jzcqqcnGVRrZ56KKbRP3oo49y4YUXMnr0aHr37s2GDRs0icNqtWpyXK2R3mIhvcumaIeynTt3VvmYRe/enTlT5eIqjWzz0EUXifrvv/9m69atDB8+nLfffpurr76aa6+9llOnTpXY1mazkZ2d7fUXSI4ejaBDB+jUCZ5/PqBFSyQSHdC6dWt1efv27VUur+gZdUZGlYuThCG6uEe9Y8cO0tLS1P8gDz74IOPHj+fLL7/k/vvv99p28uTJjB8/vkQZGRkZOJ1OUlJSyMnJweVyERUVRXx8PGazGYC4uDgURSE/Px+AlJQULBYLTqeTyMhIEhMTyc9X2LzZU2azZi4yMjz7Jicnk5ubq26blJSkjnhjMpmIjIwkNzcXgKSkJPLz83E4HERERJCcnOy1bVRUFJazz2okJiZis9mw2+0YDAZSU1PJOPu/OSYmhujoaK9t7Xa7Osh8WloamZmZKIqC0WgkJiZG7eGYkJCAw+Hw2jYrKwu32010dDSxsbHqj5z4+HhiYmLU46ampmI2m9Vt4+Liyq3D8uobIC8vr9Q6TExMJOvstcDY2FgMBoPXtnl5eWXWYXn1nZKSUm4dllffRqOx3Dosr76dTqf66714HRavb5fL5bVtdna2z5/ZovWdkJBQbh2WVd8mkwmbzebzZ7Z4fVutVp8/s8Xr25/PbNFtTSZTuXVYXn273W7y8/NRFAW3213uZ7ZZs2YUsG3bNrKzs33+zJb2HZGebuChh0zUqBGBy5VLRoY23xHR0dE4HI5Kf0eUV9+h/B2hKApOp7PavyP8OZM3KDoYluWTTz5hxIgRXkO9tW/fnttuu42nnnrKa1ubzeY1G0p2djb169fHbDaTlJRU5Vg2bsymUydPOYMHw/z5VS5SF2RlZZGSkqJ1GNWO9BYLX7zdbjdJSUnk5ubSuHHjsJmgQ7Z59ZKdnU1ycrJPuUkXl77btGlDVlYWp0+fVtdFRUVx0UUXldg2JiaGpKQkr79A4nQWTp8l0oAn7qLThgmE9BYLX7wjIiLUq3sHDhzQxXO4viDbPHTRRaq54IIL6N27N5999hng+QXkdDrp27dvtcci6hCiBdP7iYb0FgtfvYvep/7rr7+CFU61Its8dNHFPWqABQsWMGbMGPLz8zly5AiLFy8mUoMHDkUdQjQ2NlbrEDRBeouFr95t2rRRl7dt20aXLl0qfczTp2HBAk9HstatYeDAShdVJWSbhy66SdQ1atRg0aJFWodBTk4ukAyIlaizs7N1MW9roJHeYuGrd9FEXdWe32YzPPaYZ/mOO7RL1LLNQxeBUk1gKHo7Q6RELZFICil66Xvbtm1VKks+niWpCJlq/CQmpvAyiUiJOr7ofHwCIb3Fwlfv1NRU6tWrB3jOqKvy8ExyMhgMnmUtE7Vs89BFoFQTGETt9e1yubQOQROkt1j4411wVp2VlcW///5b6WNGREBqqmdZy5HJZJuHLgKlmsCQlpbPxIkwYQL06aN1NNWHHobZCwbSWyz88S7eoawqFAwjquUZtWzz0EU3nclChdq1FZ5+WusoJBKJ1hTvUFaVx0VDZQYtSWgStmfUM2bMoGXLlnTs2DGg5aYWXKMSDOktFtK7YoLVoUyreallm4cuYZuo09PT2blzJxs3bgxouYGe5EMvSG+xkN4V06JFC4xGIwBbtmyp0nFr1ChcLmWuoWpBtnnoEraJOlhYrS7OnPH86tXBrY2AoYcOF8FAeouFP95Go1G9/P33339X6Qv/vPMKl//7r9LFVAnZ5qGLTNR+snFjDDVqeC5VTZigdTTVR1SUmN0ZpLdY+OvdqVMnABRFYXPBtHqVoHlzuOQSTwdVrZ4Wkm0eushE7SdGo0ldLnj2UQT08KxhMJDeYuGvd9E+MFW5zTZ8OGzaBN9+65nrXgtkm4cuMlH7iWcIUQ8iPUddMD+saEhvsfDXu2ii/v333wMdTrUi2zx0ESjVBB6RErVEIinJBRdcoJ6RBbrjqkRSgEw1fhIdXXjpW6REHRcXp3UImiC9xcJf78jISC655BIADh8+zMmTJ4MRVrUg2zx0ESjVBAaXq3BMX5ESdVXGMtYz0lssKuMdiPvUigK9esFFF8E111SqiCoj2zx0ESjVBAar1a4ui5So8/PztQ5BE6S3WFTGu1OR3l+VTdQGA2zbBjt3wu7dlSqiysg2D13CNtUEa2QyOc2lRCIpSqB6fhc8S33ypOcMWyIpIGxTTbBGJouNLezKL1KiTklJ0ToETZDeYlEZ70aNGnHO2Vk1Nm7cWOlLqQWJ2m73jPld3cg2D10ESjWBITe38DKJSIk6JydH6xA0QXqLRWW8DQaDelZ96tQpDh06VKljFx2d7MSJShVRJWSbhy4CpZrAcNlldjZuhF9/hbvu0jqa6kMPw+wFA+ktFpX1Lnqf+tdff61UGbVqFS5rMYyobPPQRSZqP6lRI5IOHaBzZ6hTR+toqg89DLMXDKS3WFTW+7LLLlOX//e//1WqDK3H+5ZtHrrIRO0nCQkJWoegCdJbLKS3f1x66aVEnL0XVtlEXbdu4fLRo5UqokrINg9dZKL2kywtenmEANJbLKS3fyQlJakzaW3fvr1Sw1LWq1e4/O+/lQqjSsg2D11kovaTQ4ciWLwYliyBffu0jkYikYQK3bp1A8DtdlfqPrXWiVoSushE7SebN8dx111wxx2wapXW0VQfsbGxWoegCdJbLKriXZCooXKXv+vWheeeg9mz4dFHKx1GpZFtHrqE/l30EENRCue2FOnxLINIc3oWQXqLRVW8q9qhzGiE8eMrffgqI9s8dBEo1QQGq9WmLouUqPPy8rQOQROkt1hUxbtevXo0bNgQgN9++w2HwxGosKoF2eahS9immuANISrmGbVEIqmYgsvf+fn5bNmyReNoJOFC2KaaYA0hGhNTeD9DpESdnJysdQiaIL3FoqreVb1PbbPBP//A2rVw6lSVQvEb2eahi0CpJjDk54t56Ts3N1frEDRBeotFVb2LJupffvnF7/2nTYOmTeHKK+Hnn6sUit/INg9dBEo1gcHhKJw+S6RE7XQ6tQ5BE6S3WFTVu2XLlqSlpQHw008/+T08pZaPaMk2D10ESjWBorDKRErUkZGRWoegCdJbLKrqHRERwVVXXQV4BtLw9z510UR95EiVQvEb2eahi0CpJjAYjTHqskiJOjExUesQNEF6i0UgvHv06KEu//DDD37tW79+4XIlJ+GqNLLNQxddpRq73U7btm356aefNIvB5conLQ1SUjzPPYqCHobZCwbSWywC4V2VRN2gQeEJwIEDVQ7FL2Sbhy66StSvvPIKBw8e1DSGoUNtnDkDmZlwyy2ahiKRSEKQZs2aUe/sNexffvkFq9Xq877R0YWXv6s7UUtCF90k6vXr11O7dm1SU1M1jUMPw80FA+ktFtK78hgMBvWs2mq1smHDBr/2b9zY829GBmRnVzkcn5FtHrroIlHn5uby6aefMmzYMK1DUaeyEw3pLRbSu2r07NlTXfb38ndBoobqPauWbR66hH6EwJQpU3jqqad82tZms5Gdne31F0j08MxdMJDeYiG9q8bVV1+tLlclUVfnnT7Z5qFLyE/KsWLFCjp06MC5557r0/aTJ09mfCkj22dkZOB0OklJSSEnJweXy0VUVBTx8fHq3LFxcXEoikJ+fj4AKSkpWCwWnE4nkZGRJCYm8uWXLlatshEdHcmDD7po1szTyMnJyeTm5qrbJiUlkZmZCYDJZCIyMlL9QCQlJZGfn4/D4SAiIoLk5GSvbaOiorBYLICnR6LNZsNut2MwGEhNTSUjIwOAmJgYoqOjvba12+3YbJ5BWdLS0sjMzERRFIxGIzExMeTk5ACeydIdDofXtllZWbjdbqKjo4mNjVV/5MTHx2Oz2dTjpqamYjab1W3j4uLKrcPy6hsKx9otXoeJiYlqR4/Y2FgMBoPXtnl5eWXWYXn1nZKSUm4dFq3vgs9OwbZGo7HcOiyvvp1Op3q/sngdFq9vl8vltW12drbPn9mi9Z2QkFBuHZZV3wWfI18/s8Xr22q1+vyZLf759uczW3Rbk8lUbh2WV99ut5v8/HwsFkuVvyOysrIwmUxccMEF7N69m40bN3Lw4EHq16/v03dEzZpGIAGjUeHw4VyyspzV8h1htVpxOByV/o4or75D+TvCYrFU6TuieH37+h3hT98Fg6Iois9ba8A111zj9SxiZmYmCQkJPP300zzxxBMltrfZbGqlAGRnZ1O/fn3MZjNJSUlVjmfCBBfPP+957m7ZMujbt8pF6gKn00lUVMj/rgs40lssAuk9evRo3n77bQA+//xzbr75Zp/2y86GnByoXbt6HwGVbV69ZGdnk5yc7FNuCvlL34sXL2br1q3qX506dZgzZw4jR44sdfuYmBiSkpK8/gKJzVY4io0Obm0EjIJfv6IhvcUikN69e/dWl7/99luf90tK8sxNXd3fL7LNQ5eQ//lUs2ZNr9eRkZHUrFkz4AnYV5xOMYcQ1duUfYFCeotFIL2vuuoqYmNjyc/PZ/ny5bjd7pDuuCTbPHQJ3U9NiKIoYk5zGcpfMMFEeotFIL1jY2PVx7T++++/kJ/2UrZ56BL6ERbj4MGDXHnllZodPzpazCFE9TAVXDCQ3mIRaO9+/fqpy8uWLfN5v1Wr4Ikn4MYbq29yDtnmoYtAqSYw5OUV9tQTKVEX9JYUDektFoH27tOnj7rsz33q77+HV16Br7+GXbsCGlKZyDYPXQRKNYHBXXiLWqhELZFI/Kd+/fq0adMGgI0bN3LixAmf9mvevHB5795gRCbREzLV+ElERFSRZQ0DqWZMJpPWIWiC9BaLYHgXvfz93Xff+bRP0US9Z0+gIyod2eahi0CpJlCI2ZlMD3O2BgPpLRbB8O5bZLCFpUuX+rSPFolatnnoErapZsaMGbRs2ZKOHTsGtNwWLazccQcMHAg1agS06JBGD8PsBQPpLRbB8O7cubM6suJ3332njnBVHrVqQUKCZ7m6ErVs89AlbBN1eno6O3fuZOPGjQEt97bb7CxeDEuWQIsWAS1aIpGEIZGRkeqoZFar1adOZQZD4Vn1wYNgtwcxQEnIE7aJOlhoNdCK1khvsZDegeXWW29Vlz/99FOf9ik4EXC5qqdDmWzz0EUmaj/xZyD1cEJ6i4X0DixXXHGFOsri8uXLfbrc2rJl4fKOHUEJywvZ5qGLTNR+Yhf0GpT0FgvpHViioqLUy9/5+fk+Xf6+6KLC5b/+CkpYXsg2D11kovaTF16Io1YtqFOnen7lhgoFUz6KhvQWi2B6+3v5u21b6NULHnkEuncPWlgqss1Dl5CflCPUsNlMFIxZ4HJpG0t1kpqaqnUImiC9xSKY3t27d6dGjRqcPn2ab7/9FovFQkJB1+5SaNIEVq4MWjglkG0eusgzaj/JzxdzCNGCidFFQ3qLRTC9o6KiuOWWWwDP5e+vvvoqaMeqDLLNQxeBUk1gcLvFHPBEIpFUnUGDBqnLH3zwgYaRSPSETDV+U1hlIiXqmJiYijcKQ6S3WATb+7LLLuP8888H4IcffuDIkSMV7qMocOhQ8GfRkm0eugiUagKFmIk6Ojpa6xA0QXqLRbC9DQYD99xzDwCKorBw4cJyt//9dzjnHGjUCN54I6ihyTYPYcI21QRrCFGbzaku62CI2IDhy7CH4Yj0Fovq8L777rvV5QULFqAoSpnbNmgABbMwbtkS3Lhkm4cuYZuogzWEaNH/UyKdUUskksDQuHFjrrjiCgB2795d7ndUrVqeP/Ak6nJyuiSMkanGTyIioossaxhINZOYmKh1CJogvcWiurwHDx6sLs+bN6/cbdu18/ybkQE+3NKuNLLNQxeBUk1gcDoLH54WKVHbbDatQ9AE6S0W1eU9YMAA4uPjAVi4cCE5OTllbtu+feHy1q3Bi0m2eegiUKoJDEOG5DNvHrz/PqSlaR1N9aGHYfaCgfQWi+ryTkpK4q677gI890jL61RWNFH/8UfwYpJtHrrIRO0nl1/uYsgQGDYMzv4gFgI9DLMXDKS3WFSn96hRo9TlmTNnltmp7OKLC5cD3OXGC9nmoYtM1H6ih+HmgoH0FgvpHXzatWtH165dAfjrr79Yt25dqds1aeJ5RAs8j2sFq0OZbPPQRSZqP8kseFZCMKS3WEjv6uGBBx5Ql2fOnFnqNgYDdOrkWT59Gg4cCE4sss1DF5mo/WT/fgN//gnbt4PTWfH24UJ5z3qGM9JbLKrbe8CAAdSoUQOAzz77jOPHj5e6XUGiTkwMXqKWbR66yETtJ+PGJdCuHbRpA9nZWkdTfRiNRq1D0ATpLRbV7R0TE8Pw4cMBcDgcTJ8+vdTt7rvPM61uVhb06BGcWGSbhy4yUfuNmEOI6mE83GAgvcVCC+/Ro0eryWLWrFlkZWWV2KZePWjZMrjfObLNQ5ewTTXBGkLUbhfzOerynvMMZ6S3WGjhXbt2bYYMGaIef9asWdUeQ8GxRUQP3mGbaoI1hKjbXbgsUqKWSCTBY+zYsUSc/UKZPn06+fn5GkckCSVkqvGTiIjIIssaBlLNJCQkaB2CJkhvsdDKu2nTpgwYMACAkydPljqs6PHjMH489OwJr70W+Bhkm4cuAqWawOB0FvYQFClROxwOrUPQBOktFlp6P/nkk+rypEmTsFqtXu9brfDCC/DDD7ByZeCPL9s8dBEo1QQGl6vw2rdIiVoP4+EGA+ktFlp6t2/fnv79+wNw9OjREveqGzWCunU9y+vXQ6Dzi2zz0EWgVBMY5DSXEokkWLz44ovqkJaTJk3y6uhkMED37p7l3NzgDicqCS10kWqWL19O06ZNSUtLY/To0Tg1HGlE1Gku00SagaQI0lsstPZu06YNt99+OwCnT5/mjTfe8Hq/Z8/C5dWrA3tsrd21Qg/eIZ9qTp8+zaJFi/joo4946623mDdvXpmDAlQHdnvhjwQdjOUeMPQwzF4wkN5iEQre48ePJzLS02n11Vdf5dSpU+p7RQc7CXSiDgV3LdCDd8gn6n379jFnzhw6duzIXXfdRXp6OmvWrNEsniVLcjh+HP79V6xErYdh9oKB9BaLUPBu1qwZQ4cOBcBsNvPcc8+p7zVoAM2be5Y3bIBAPgIcCu5aoAfvkE/Ul156KbGxserrunXrUq9ePc3iOe+8aGrVKuzUIQp6GGYvGEhvsQgV7wkTJqiPDc2ePZs///xTfa/g8rfTCT/9FLhjhop7daMH75BP1MXZuHEjI0aMKPN9m81Gdna2118gMZlMAS1PL0hvsZDe2lK7dm2effZZANxuN2PGjFHP/K69tnC7b78N3DFDxb260YN3lNYB+MOBAwdITU3l4qIzqRdj8uTJjB8/vsT6jIwMnE4nKSkp5OTk4HK5iIqKIj4+HrPZDEBcXByKoqijAqWkpGCxWHA6nURGRpKYmMixY8dISEggNjYWg8FAXl4eAMnJyeTm5qrbJiUlqfc+TCYTkZGR5ObmApCUlER+fj4Oh4OIiAiSk5O9to2KisJisQCQmJiIzWbDbrdjMBhITU0lIyMD8IxRGx0d7bWt3W5XHzdIS0sjMzMTRVEwGo3ExMSovUgTEhJwOBxe22ZlZeF2u4mOjiY2Nlb9kRMfH09GRoY6Jm5qaipms1ndNi4urtw6LK++gTLrMDExUR33uLT6zsvLK7MOy6vvlJSUcuuwaH0XvSwWExOD0Wgstw7Lq2+n06k+G1u8DovXt8vl8to2Ozvb589s0fpOSEgotw7Lqm+73U5qaqrPn9ni9W21Wn3+zBb/fPvzmS26rclkKrcOy6tvt9tNfn4+FouFevXqVek7wtf6rug7YtiwYbzzzjscOHCAtWvXMm/ePG688Ua6dDERExOLzWbg229d2O1u7Paqf0dYrVZq1qxZ6e+I8uo7lL8jLBYLderUqfR3RPH69vU7ovhz8uVhUPRwgR7Pr8onn3ySCRMmlPsLyGazeT0Xl52dTf369TGbzSQlJVU5jrfespCfn0BMDIwZU+XidENGRoYuekcGGuktFqHmvXTpUm644QYAatWqxc6dO0lNTWXyZKhfH667Ds7OklllQs29utDKOzs7m+TkZJ9yk24S9euvv87tt99OnTp1/NrPn8rwhVat3OzYEUF8PJz9gSUENptNF7PMBBrpLRah5q0oCjfccAPffPMNAPfeey9z5swJyrFCzb260Mrbn9yki3vUr7/+Oi1atMBut7N//37mzp3Lvn37NImlYFIOkZ6hBnC5XBVvFIZIb7EINW+DwcDMmTNJTEwE4P333+eHH34IyrFCzb260IN3yKebN998k8cee4x+/frRuHFjzj//fF599VWaNm2qSTwFY32Llqj9uZ8STkhvsQhF73r16jFlyhT19fDhw4MyNWMoulcHevAO+XTz0EMPoSiK19/OnTs1i0fUM2qJRKIdI0aM4PLLLwc8nWoffPBB7Hb47ju4916YOVPjACVBRTf3qCtLoO9RN2umsG+fgXPOgdOnAxCgTlAURR2DWCSkt1iEsvf+/ftp166dejb96qtf8vjjNwLQrh1s2VK18kPZPZho5R1296hDCafTc0ot2hl1weMSoiG9xSKUvZs0acI777yjvn7hhbtp3dpz2XbrVvjrr6qVH8ruwUQP3oKlm6oj6qVvt9td8UZhiPQWi1D3vvPOOxk8eDAAFouF06enqe99+GHVyg5192ChB2/B0k3VURTPJRLREnV0dHTFG4Uh0lss9OD99ttvc8EFFwBw/Pg0DAZPr+VFi6AqHZj14B4M9OAdtulmxowZtGzZko4dOwa0XFETddHx1kVCeouFHrwTEhL46quvSE5OBk6hKMsBOHrU07mssujBPRjowTts0016ejo7d+5kY4BnV2/a1Enr1nD2B60wBHrMdL0gvcVCL94tWrTgo48+OtsJara6/t13K1+mXtwDjR68wzZRB4vPP89h27bAzwUrkUgk/tC7d++zz1d/BxwBYPlyhUOHNA1LEgRkovaT+Ph4rUPQBOktFtJbHzz++OM8+OAo4D0A3G4DY8ceq1RZenMPFHrwlonaT/TQQzAYSG+xkN76wGAwMH36dK6//ijgmTXqiy92sGbNT36XpTf3QKEHb5mo/aRgajbRkN5iIb31Q2RkJJ98MoMLL3wH6IbL1Ys+fXrz/fff+1WOHt0DgR68ZaL2k7vuSqBHDxg2TOtIJBKJxIPJZOKPPx6gX79UwDN+9fXXX6/OuiXRNzJR+8n69dH8+CP8+qvWkVQvKSkpWoegCdJbLPTsbTKZ+Pzzz7nlllsAsNvt3HTTTcz0cSBwPbtXBT14y0TtJ6KOTBaM2Xr0gPQWC717G41GlixZwh133AnchssVT3p6OqNGjcLhcJS7r97dK4sevAVLN1VH1ESthzlbg4H0Fotw8N67N4oDBxYCHwPPAPDOO+/Qq1cvTpczk1A4uFcGPXgLlm6qjqiJOioqSusQNEF6i0U4eMfFwZYtnhEUIyMfJTr6QgB++uknLrnkEjZs2FDqfuHgXhn04B226SZYQ4iKmqj18KxhMJDeYhEO3g0bwuOPe5Zdrki6dPkf5513HgCHDx/m8ssvZ8qUKSUeSwoH98qgB++wTTfBGkJU1ESth6nggoH0Fotw8X7ySahd27P8889pvPjiX3Tr1g3wXOp98sknueKKK9izZ4+6T7i4+4sevAVLN1VH1EQtkUj0Q0ICTJ1a+HrcuBp89NEannnmmbPjg8O6deto27YtL730ki6eJRYZmW78xO32fMjPftaFIS4uTusQNEF6i0U4ed91F9x0k2f59Gm4//4oJkx4kTVr1nD++ecDnuetn3nmGS644AKWLVuGoigaRqwNemhzmaj9oOhnWLQzahH/A4P0Fo1w8jYYYPZsqFXL8/q77+DNN6F79+78+eefPPzww0Sc/SI7fPgwgwcPpmvXrvwq2CARemhzwdJN1Rk9Op+xY+HOO7WOpHoR9dKY9BaLcPOuUQPmzi18/dhjsHGjpwPVtGnT+PPPP+nVq5f6/q+//kqXLl0YMGAA27Zt0yDi6kcPbS4TtR8YDPDCC/lMnQqjR2sdjUQikVRM797wxBOe5TFj4OKLC99r1aoVK1eu5LvvvqNFixbq+s8//5y2bdty44038vPPP+virDOcMShh3gLZ2dkkJydjNptJSkqqcnlut1u9XCQS0lsspHd44XbDypWepF0WdrudOXPm8OKLL/Lff/95vdeuXTseeugh7rjjDkwmU5CjrV60anN/clP4fSKDjMVi0ToETZDeYiG9w4uIiNKTtN1euGy1WnnggQfYv38/b775JnXq1FHf27p1K8OGDaNWrVrcf//97Ny5sxqirh700OYyUfuBokBenhOns/AxLVFwOp1ah6AJ0lssRPJeuxZatIDNmz2vC9xjY2MZPXo0Bw4cYNGiRXTq1Endx2w2895773HRRRfRqlUrnnjiCdasWYO9aMbXGXpoc5mo/cBigdq104iOhmuv1Tqa6iUyMlLrEDRBeouFKN5//AH9+sHBg9CtG3zwQUl3o9HInXfeyW+//caGDRu45557SEhIUN/fsWMHr7zyCldffTU1atTg5ptv5r333uPff/+tZpuqoYc2D9t71DNmzGDGjBm4XC727NkTkHvU2dmQnOxZ7tXLc89HFML13l1FSG+xEMU7Kwv69oX16wvXDR+u/H975x7kVn3e70er1W1X1/UV22uMcQPYgwsEmwRKftwKmKQhSRMmKQMZ0pI23gJpGigmtMRDyHqISUo7TkiHlkLcSWM6YZgUQ0wxOBSIbWhLXAzGwaa+EbCtXV1Wd+n8/lhW2V3vCkkr7dFX7/vM7HgtHR29z3vOno90Lt/Dffc5CAQmf10ikeDBBx9k06ZNbN++fdKTzM4880xWrVrFqlWruOCCC3C5XI0VaCAmHKNu26AeoZEnkw0OQmT4vuxceeXwdYlSiEaj9PT02F3GtKPespDknc3CV78KDzzw28d6e+GHP6x80tkIx44dY8uWLTz55JM89dRTk96ZKxAIcN5557Fy5cryv3NHLu5uAexa5hrUo2hkUEejMGPG8O9XXQVPPNGAAg1B0gZsNOotC4neDz0EfX0w+nLiq66Ce+6Bs86qbh7FYpFXXnmFzZs38+STT7Jz586Kl3T19vaycuVKVq5cydlnn83pp5/OggULysObTica1C1AI4P62DGYNWv49098An72swYUaAjpdBqfz2d3GdOOestCqve+fXDjjUW2bh17vPapp+o7H+fo0aPl67O3bt16wuVeE+H3+znttNM444wzOP3008v/LlmyBLfbXXsRVWLXMtegHkUjg/q99+D9u8XxyU/C4483oEBDyGQybXf9ZDWotyykegOk0xkefdTLnXfCwYPDh/kOHRq+v/UIpVLtwydblsWhQ4fYsWNH+efll1+u+rIop9PJ/PnzWbhw4Zif3t7e8r/hcLjub+N2LfNasqn175jdQoy+JEvA+SZjSKVSIjdg6i0Lqd4A6XSK66/3cs01w8etc7mxIQ3wuc8N71m88srhb9pnnfXB20KHw0Fvby+9vb384R/+ITC8q/yNN95g586dvPbaa7z++uu88cYb7N+//4T7ZBeLRQ4cOMCBAwcmfQ+3243H4+GUU07hpJNOYtasWSxatIhwOEwwGGTWrFnMnTuXnp4e3G43M2fOpLu7G4fDYcQyNyaoh4aGuPXWWwmFQgwNDfGd73wHj8czrTVIDmpFUWTg9Q6fZDaeaHT4cF8+D7/4Bdxxx/ChwI98BM49F1asGB6edPbsD767oNPpZNmyZSxbtmzM45lMhr1795aD+/XXX2fPnj0cOHCA48ePTzq/XC5HLpfjV7/6VdVjlPt8PmbMmEEgEKCnp4dQKEQ4HCYUCpV/uru76erqYsaMGcyfP5958+Yxd+7cab+ky5hd39dffz2f/vSn+fSnP80jjzzC//zP//Dd7373A1/XyF3fhw4NnxUJ8NnPwqOPTml2RlEsFo243rDRqLcspHrDB7u//DJ84Qvw619Xnk8wOHzZ1+gMPnJk+KqZefOGL3GtZy/10NAQBw8eLH+7Hvn94MGDHDt2jFQqxf79+5s+gElHRwfPP/88559//pTm03bHqI8cOcKpp57KwMAAXq+Xo0ePcvLJJ/Puu+8SqHTRH40N6gMH4OSTh3+/5hr4yU+mNDujiMfjDRkr3TTUWxZSvaF697feGh5DYssWeO45iMVOnGZgAMLh3/7/nnvgzjuHf//Vr+DMMxtS8gkUi0Xi8ThHjhzh0KFDxONxBgcHOXr0KL/5zW8YGBggm81y7Ngx3n33XQYGBojFYqRSqZreZ+/evSxZsmRKtbbdMernnnuOmTNnlo8jzJo1C4/Hw44dO7j00kvHTJvNZslms+X/x+PxhtUxezY89lgcvz/I7NkNm60RmDDMXjNQb1lI9Ybq3U89FVavHv4plYaD++WXh2+f+dprw7vIR4c0DH+jHmHUEOINx+l0EolEiEQiJ+xWn4xoNEogECAWixGLxRgcHCz/nkqlSCaTHD16lMOHD5d/5jVTYgKMCOrDhw+fcJ2b3+/nyOil/z79/f2sXbv2hMej0SiFQoFwOEwikaBYLNLZ2Ul3dzex9z8SdnV1YVlW+f6k4XCYZDJJoVDA6XQSCAQ499w4XV0FfD4fmYyj/Els5Nj5yLTBYJCBgQEAvF4vTqeToaEhAILBIOl0mnw+T0dHB6FQaMy0nZ2d5TMiA4EA2WyWXC6Hw+EgEokQjUYB8Hg8uFyuMdPmcrnyB5Wenh4GBgawLKt8skUikSj3L5/Pj5l2cHCQUqmEy+XC5/OVP+R0d3dTKBTK7xuJRIjFYuVpu7q6KvawUr+BSXsYCAQYHBwEho8njZz4MTJtKpWatIeV+h0Ohyv2cHS/nU7nmGndbnfFHlbqd6FQIJPJTNjD8f0uFotjpo3H41Wvs6P77ff7K/Zwsn4XCgWy2WzV6+z4fmcymarX2fHrdy3r7OhpvV5vxR5W6nepVCKdTpNKpaa8jai23622jcjlcuTz+Zq3ETNmwGc+083VV/+235Y1tt8f+Ug30Wieo0cddHWVSKdbZxuRSqUIBoN4PB4ikQgzZsyoahsRjUYn7He124iRXlWDEbu+169fz6OPPsr27dvLj82ZM4f777+fz3/+82OmnegbdW9vb8Nuc2lZli0X5duNestCveUh1d0u77a7zeW8efPKn7BGSCaTE+5+8Hg8BIPBMT+NZOQTmTTUWxbqLQ+p7iZ4GxHUF198MYcOHSrfSm1kl/fo269NB4kEPPWUiyeeGD4hQlEURVGajRFBfdJJJ3HllVeybds2ALZs2cLq1aun/SL1gwfh2msDfOITcP/90/rWttPqAwI0C/WWhVRvkOtugrcRJ5MBPPDAA9x+++1s376daDTKunXrpr0GyQOeSL22VL1lIdUb5Lqb4G1MUM+cOZMHH3zQ1hokB/XQ0NC0jwTXCqi3LKR6g1x3E7yFxc3UkBzUiqIoij1o3NSA5KCWOlqTestCqjfIdTfBW1jcTA3JQZ0efVd5Qai3LKR6g1x3E7yFxc3UkBzU+Xze7hJsQb1lIdUb5Lqb4N22cbNhwwaWLl3KihUrGjZPyUHdIU34fdRbFlK9Qa67Cd6tX2Gd9PX1sXv3bnbu3NmweUoO6lAoZHcJtqDespDqDXLdTfAWFjdTx+WycDrlBbUJw+w1A/WWhVRvkOtugrcx11G3AuefD7/5zcAJd/JSFEVRlGYh7Hvh1DFhuLlmoN6yUG95SHU3wVuDukY6O2XuhFBvWai3PKS6m+CtQV0jIzcPl4Z6y0K95SHV3QTv1v8o0UK8/jrcd18XXV2watXwj6IoiqI0Ew3qGvi//4N//Mfh4xkzZsgK6kAgYHcJtqDespDqDXLdTfDWXd81MPo6aofDvjrsIJvN2l2CLai3LKR6g1x3E7w1qGtA8oAnuVzO7hJsQb1lIdUb5Lqb4N22caNDiDYWh7RdCO+j3rKQ6g1y3U3wbtu40SFEG0skErG7BFtQb1lI9Qa57iZ4C4ubqSE5qKPRqN0l2IJ6y0KqN8h1N8FbWNxMDclBrSiKotiDxk0NSA5qj8djdwm2oN6ykOoNct1N8BYWN1NDclC7XC67S7AF9ZaFVG+Q626Ct7C4mRonnQRXXJFj1SpYtMjuaqYXE4bZawbqLQup3iDX3QRvHZmsBv7f/4Mzz0zqbS4VRVGUaUO/UdeICcPNNQP1loV6y0OquwneGtQ1YsIoNs1AvWWh3vKQ6m6CtwZ1jZgwLmwzUG9ZqLc8pLqb4N22Qd2MIUQ3bYIVK0Kcdho8+mjDZqsoiqIok9K2Qd2MIURjMdi3z8mbb0Ii0bDZGoHUE+jUWxZSvUGuuwnebRvUzUDyddQDAwN2l2AL6i0Lqd4g190Eb2FxMzUkB7VlWXaXYAvqLQup3iDX3QRvYXEzNSQHtdvttrsEW1BvWUj1BrnuJngLi5upITmoTRgPtxmotyykeoNcdxO8jYibhx56iAULFjBnzhzuvvtu2+ooFn/7u7SgTkg7e+591FsWUr1BrrsJ3i0/hOhrr73GL3/5S372s5/xwgsvcMstt3DGGWfw2c9+dtprkfyNWlEURbGHlg/qo0eP8sADD+BwODj77LN5/vnnefbZZ20Paqdz2t/eVvx+v90l2IJ6y0KqN8h1N8G75YP6oosuGvP/+fPnM2vWrEmnz2azY0aaicfjDatF8jfqfD5vxEkXjUa9ZSHVG+S6m+Dd8kE9nl27dvHwww9P+nx/fz9r16494fFoNEqhUCAcDpNIJCgWi3R2dtLd3U0sFgOgq6sLy7JIp9MAhMNhkskkhUIBp9PJJZcEWLt2EJfLw4c+5CSTgVQqBUAoFGJoaKg8bTAYLF+f5/V6cTqdDA0NARAMBkmn0+TzeTo6OgiFQmOm7ezsLN96LRAIkM1myeVyOBwOIpEI0WgUGD4JwuVyjZk2l8uVP6j09PQwMDCAZVm43W48Hk/5eIzf7yefz4+ZdnBwkFKphMvlwufzlT/kdHd3E4/Hy9NGIhFisVh52q6uroo9rNRvmLyHgUCAwcFBAHw+Hw6HY8y0qVRq0h5W6nc4HK7Yw9H9tiyr7O3xeHC73RV7WKnfhUKBTCYzYQ/H97tYLI6ZNh6PV73Oju633++v2MPJ+p3L5ejs7Kx6nR3f70wmU/U6O379rmWdHT2t1+ut2MNK/S6VSqTTaZLJJD6fr+5txAets628jchkMh+4flfaRlTqdytvI5LJJB6Pp+5txPh+V7uNGOlVNTisFriIbM2aNezatWvC566++mpuvPFGAP7zP/+TF154gb/6q7+adF4TfaPu7e0lFosRDAanXGs0GjViJJtGo96yUG95SHW3yzsejxMKharKppYI6mpIpVKsXbuWdevW4XA4qn5dLc1QFEVRlOmglmwy4khrqVTivvvu484776wppJvByG4Waai3LNRbHlLdTfBu+aC2LIs777yTSy+9lOPHj/PWW2+xfv16W659i0Zh3z54+214//CKGEqjz6QThHrLQqo3yHU3wbvlg/rrX/86/f39XHDBBZxyyiksWbKEZ555hkAgMO213H8/fPjDYU45BZ5/ftrf3lZcLpfdJdiCestCqjfIdTfBu+WD+r777sOyrDE/Tz75pC21SL48y+fz2V2CLai3LKR6g1x3E7yFxc3UkBzUjbwe3STUWxZSvUGuuwnewuJmakgOakVRFMUeNG5qQHJQd3d3212CLai3LKR6g1x3E7yFxc3UkBzUxdG3DhOEestCqjfIdTfBu23jZsOGDSxdupQVK1Y0bJ6Sg7qW4e7aCfWWhVRvkOtugnfbxk1fXx+7d+9m586dDZun5KBWFEVR7EHjpgYkB3UkErG7BFtQb1lI9Qa57iZ4C4ubqSE5qEfuZiMN9ZaFVG+Q626Ct7C4mRp//dewffsgb7wBy5bZXc30YsIwe81AvWUh1Rvkupvgbdz9qO1k9mzw+ZzYMHqp7ZgwzF4zUG9ZSPUGue4meOs36hoZuZG5NNRbFuotD6nuJnhrUNeICcczmoF6y0K95SHV3QRv3fVdA88+C6+84iEQgGuuAQNOFlQURVEMR4O6Bh55BP75n4eHm/vYx2QFtQm7h5qBestCqjfIdTfBW3d914Dky7Msy7K7BFtQb1lI9Qa57iZ4t23c6BCijSWdTttdgi2otyykeoNcdxO82zZudAhRRVEUpR3QuKkByUEdDoftLsEW1FsWUr1BrrsJ3sLiZmqMDmqn07467CCRSNhdgi2otyykeoNcdxO8NahrQPI3ahPu2doM1FsWUr1BrrsJ3sLiZmpIDurOTplX8qm3LKR6g1x3E7yFxc3UkBzU3d3ddpdgC+otC6neINfdBG9hcTM1Zs+GhQuLLFwIBnwIaygmDLPXDNRbFlK9Qa67Cd7C4mZq/PCHEI3G6OnpsbsURVEURQj6jbpGTBhurhmotyzUWx5S3U3wbtugbsbIZIqiKIoy3bRtUDdjZDKAVCrV0PmZgnrLQr3lIdXdBG89Rl0Df/M38PLLfrxe+Jd/AZ/P7ooURVGUdkeDugZeeAG2bnUDYMANVxpKKBSyuwRbUG9ZSPUGue4meLftru9mIPk66qGhIbtLsAX1loVUb5DrboK3sLiZGpKDulAo2F2CLai3LKR6g1x3E7yFxc3UkBzUTml3IXkf9ZaFVG+Q626CtzFxE41GmT9/Pm+//bZtNUgO6kAgYHcJtqDespDqDXLdTfA2Jm7uuecejhw5YmsNo4Pa4bCvDjsYHBy0uwRbUG9ZSPUGue4meBsR1Js2beKKK66wuwzRQa0oiqLYQ8sH9ZEjR9i9ezeXX355VdNns1ni8fiYn0YxckmWtN3eAD6hF42rtyykeoNcdxO8W/466vXr13PPPfdUPX1/fz9r16494fFoNEqhUCAcDpNIJCgWi3R2dtLd3V2+e0pXVxeWZZFOpwEIh8Mkk0kKhQJOp5NSKQg46OiwSKczOByO8qg2oVCIoaGh8rTBYJCBgQEAvF4vTqezfBlAMBgknU6Tz+fp6OggFAqNmbazs5NkMgkMHz/JZrPkcjkcDgeRSIRoNAqAx+PB5XKNmTaXy5HNZgHo6elhYGAAy7Jwu914PB4SiQQAfr+ffD4/ZtrBwUFKpRIulwufz1f+kNPd3U02my33JRKJEIvFytN2dXVV7GGlfgOT9jAQCJR3S/l8vhP6nUqlJu1hpX6Hw+GKPRzdb5/PN2Zat9tdsYeV+l0oFMhkMhP2cHy/i8XimGnj8XjV6+zofvv9/oo9nKzfHR0ddHR0VL3Oju93JpOpep0dv37Xss6Ontbr9VbsYaV+l0qlst/Ie9azjfigdbaVtxEwfG/mercRlfrdytuIfD6Py+Wqexsxvt/VbiNGelUNDsuyd+iONWvWsGvXrgmf+4M/+APOPfdcPvzhDwPgcDjYv38/ixYtmnR+2Wy23BSAeDxOb28vsViMYDA4pVr7++HNNzP4fF6+//0pzco4otGoyLuGqbcspHqDXHe7vOPxOKFQqKpssv0bdX9//6TPnXbaaRw/fnzMY+eccw7f//73+fznPz/hazweDx6Pp6E1jrBmDUSjKXp6vE2Zv6IoiqKMx/agrsS2bdvGXIze29vL5s2bWb58uW01mTDcXDNQb1motzykupvg3dKnRc2dO5cFCxaUf0Yes/P+oSbcaaUZqLcs1FseUt1N8G7poG5F8vm83SXYgnrLQr3lIdXdBO+W3vU9HpvPe2P5cti7N0JPDxw+bGsp006HxGvSUG9pSPUGue4meLd+hS1EJgOZjIMazqpvG0w4jtMM1FsWUr1BrrsJ3hrUNTAyMpkBH8Aazsj1h9JQb1lI9Qa57iZ4C4yc+pEc1IqiKIo9aOTUgOSg9nplXjuu3rKQ6g1y3U3wbtvI2bBhA0uXLmXFihUNm6fkoDbhnq3NQL1lIdUb5Lqb4N22kdPX18fu3bvZuXNnw+YpOahHxiCWhnrLQqo3yHU3wVtg5NSP5KBWFEVR7EEjpwYkB/VUb2hiKuotC6neINfdBG+BkVM/koN65JZ00lBvWUj1BrnuJngbNTKZ3Tz8MBw9mmD27IDdpUw7Jgyz1wzUWxZSvUGuuwneGtQ1sGoVDA4WCYftrmT6MWGYvWag3rKQ6g1y3U3wbv0KW4ywxJRGvaWh3vKQ6m6CtwZ1jUSjUbtLsAX1loV6y0Oquwneuuu7Bp5/HmKxTubNg3POsbsaRVEURQIa1DVwxRWQTgdZvhxefdXuaqYXj8djdwm2oN6ykOoNct1N8G7bXd86hGhjcblcdpdgC+otC6neINfdBO+2jRwdQrSxJJNJu0uwBfWWhVRvkOtugrfAyKkfyUGtKIqi2INGTg1IDupAQN4gL6De0pDqDXLdTfAWGDn1YVnDPyAzqLPZrN0l2IJ6y0KqN8h1N8FbYOTUx0hIg8ygzuVydpdgC+otC6neINfdBG+BkVMfI7u9QWZQOxwOu0uwBfWWhVRvkOtugrfAyKmP0UFtwHJtOJFIxO4SbEG9ZSHVG+S6m+CtQV0l0r9RmzDMXjNQb1lI9Qa57iZ468hkVeLxQDoNx49H6enpsbscRVEURQht+92w0SOTORzg9UI47MHna8gsjcKEYfaagXrLQqo3yHU3wdthWaPPZ24/4vE4oVCIWCxGMBic8vzy+bwRQ841GvWWhXrLQ6q7Xd61ZFPbfqNuFolEwu4SbEG9ZaHe8pDqboK3HqOuklQK7r4bslkfZ58N111nd0WKoiiKBDSoqySVgnXrAHx8/OPygtrv99tdgi2otyykeoNcdxO8ddd3lUgfmSyfz9tdgi2otyykeoNcdxO8BUZOfUi/jtqE8XCbgXrLQqo3yHU3wduYXd9PPPEEb731FosXL+biiy+mu7t7Wt9felAriqIo9mBEUH/zm99kzpw53HzzzbbVID2opQ7yot6ykOoNct1N8G75yNm4cSNvv/02X/nKV2ytQ3pQDwwM2F2CLai3LKR6g1x3E7xbOnJyuRy33norCxcu5Etf+hKf+tSnePPNNyu+JpvNEo/Hx/w0AulB3ebj4kyKestCqjfIdTfBu6V3fT/77LPk83n++I//mJNPPpm+vj4uv/xy9uzZM+mwb/39/axdu/aEx6PRKIVCgXA4TCKRoFgs0tnZSXd3N7FYDICuri4syyKdTgMQDodJJpMUCgUGBzuB4dFjCoUs6XQJh8NBKpUCIBQKMTQ0RKFQwOl0EgwGy5/UvF4vTqeToaEhAILBIOl0mnw+T0dHB6FQaMy0nZ2dJJNJAAKBANlsllwuh8PhIBKJlAeR93g8uFyuMdPmcrnyyRE9PT0MDAxgWRZutxuPx1O+uN/v95PP58dMOzg4SKlUwuVy4fP5yh9yuru7KZVK5feNRCLEYrHytF1dXRV7WKnfwKQ9DAQCDA4OAuDz+U7odyqVmrSHlfodDocr9nB0v91u95hp3W53xR5W6nehUCCTyUzYw/H9LhaLY6aNx+NVr7Oj++33+yv2cLJ+W5ZFNputep0d3+9MJlP1Ojt+/a5lnR09rdfrrdjDSv0ulUqk02kymQylUqmubUQ162wrbyOKxSL5fL7ubUSlfrfyNiKTyVAoFOreRozvd7XbiJFeVYPtQ4iuWbOGXbt2TfjchRdeyKOPPsrLL78MwMGDB1m4cCE///nPufzyyyd8TTabHXMWXzwep7e3d8pDiL71FixZMvz7tdfCxo11z8pIdHhBWai3PKS6mzCEqO3fqPv7+yd97t5776VYLJb/39vbSzgc5vjx45O+xuPxNGWQdY8HPvYxyOXynHaavJU5kUgYcdJFo1FvWUj1BrnuJnjbHtSVWL58OXfffTeWZeFwOADo7Oxk2bJl017LggWwbRtEo62/UBVFUZT2oaVPi/r93/99Fi1axM9//nMA9u7dy/Lly1m+fLltNZkw3FwzUG9ZqLc8pLqb4N3S36idTiePP/44d9xxB2+++Sb79u1jo80HhwuFAm6329Ya7EC9ZaHe8pDqboJ3Swc1wOLFi/nXf/1Xu8sok8lkymciSkK9ZaHe8pDqboJ3S+/6biX27IFzzoFLLgm+fxctRVEURWk+Lf+NulVIpeC//xugk/PPt7ua6ScSidhdgi2otyykeoNcdxO89Rt1lUgfmWxkAAJpqLcspHqDXHcTvAVGTn1ID+rS6AYIQr1lIdUb5Lqb4N22kbNhwwaWLl3KihUrGjI/6UEtccQiUG9pSPUGue4meLdt5PT19bF792527tzZkPlJD2qfz2d3Cbag3rKQ6g1y3U3wFhg59SE9qBt1FzLTUG9ZSPUGue4meAuMnPqQHtSKoiiKPWjkVIn0oO7u7ra7BFtQb1lI9Qa57iZ4C4yc+hh1Ey+RQT36LmaSUG9ZSPUGue4meOuAJ1WyeDF8+9uQTKa47LLWHm6uGZgwzF4zUG9ZSPUGue4meGtQV8miRbBmDUSjGXp6WnuhKoqiKO2DwJ24U8OE4eaagXrLQr3lIdXdBG8N6hox4VT+ZqDeslBveUh1N8G7bYO60SOTZbNw9CgcPVoinW7ILI3ChBMumoF6y0KqN8h1N8G7bYO60SOTbdkCs2fD7/xOhO99ryGzNIrOTpmnM6i3LKR6g1x3E7zbNqgbjV5H3frXGjYD9ZaFVG+Q626Ct8DIqQ/pQW3CreCagXrLQqo3yHU3wVtg5NSH9KBWFEVR7EEjp0qkB3WrDwjQLNRbFlK9Qa67Cd4CI6c+pAe1ZVl2l2AL6i0Lqd4g190Eb4GRUx/Sgzot8Zo01FsaUr1BrrsJ3gIjpz6kB7WiKIpiDxo5VSI9qMPhsN0l2IJ6y0KqN8h1N8FbYOTUh/SgTiQSdpdgC+otC6neINfdBO/WH5KlTjZs2MCGDRsaNjzcJz4Br7wC0WiM5ctDDZmnSZgwzF4zUG9ZSPUGue4meLdtUPf19dHX10c8HicUmnqwzpgx/BOPOwgGG1CgYZgwzF4zUG9ZSPUGue4meAvciTs1/H6/3SXYgnrLQr3lIdXdBG8N6hoZHBy0uwRbUG9ZqLc8pLqb4K1BrSiKoigtjAZ1jfh8PrtLsAX1loV6y0OquwneLX8U/YUXXmDTpk0sWrSIPXv2cPvtt7No0SLb6nE4HLa9t52otyzUWx5S3U3wbumgLhaLfPGLX+R///d/8Xq9/OIXv+ArX/kKTz75pG01pVIpvF6vbe9vF+otC/WWh1R3E7xbetd3NBrlwIED5HI5YHgXhQn3DlUURVGURtHSQT1r1iw++tGP8qUvfYl8Ps+//du/sX79eltrasQ12Sai3rJQb3lIdTfBu6WDGuAnP/kJe/bs4ayzzuKiiy7i/PPPrzh9NpslHo+P+WkkQ0NDDZ2fKai3LNRbHlLdTfC2/Rj1mjVr2LVr14TPXX311VxyySXccccdbN26leuvv55nnnmG5cuXTzq//v5+1q5de8Lj0WiUQqFAOBwmkUhQLBbp7Oyku7u7vDu9q6sLy7LKtz0Lh8Mkk0kKhQJOp5NAIMDg4CCFQgGfz4fD4SCVSgHDn8qGhobK0waDQQYGBgDwer04nc7yChEMBkmn0+TzeTo6OgiFQmOm7ezsJJlMAhAIBMhms+RyORwOB5FIhGg0CoDH48Hlco2ZNpfLkc1mAejp6WFgYADLsnC73Xg8nvK4tn6/n3w+P2bawcFBSqUSLpcLn89X/pDT3d1ddgOIRCLEYrHytF1dXRV7WKnfwKQ9HOk3MGG/U6nUpD2s1O9wOFyxh6P7bVnWmGndbnfFHlbqd6FQIJPJTNjD8f0uFotjpo3H41Wvs6P77ff7K/Zwsn7ncjk8Hk/V6+z4fmcymarX2fHrdy3r7OhpvV5vxR5W6nepVCKdTpNMJvH7/VPeRlTT71bbRmQyGXw+X93biEr9buVtRDKZpKurq+5txPh+V7uNGOlVNTisFr5rdj6f57LLLmPr1q04nU7+5E/+hBdffJHdu3dP+ppsNltuCkA8Hqe3t5dYLEawAWN/xmIxI3aVNBr1loV6y0Oqu13eI8NbV5NNtn+jrsSrr75KLpfD6XQC8Pd///fMnDmTY8eOMXPmzAlf4/F48Hg8TaspEAg0bd6tjHrLQr3lIdXdBO+WPkZ96qmn8s4775R3ZQAsWbJk0pCeDkwYbq4ZqLcs1FseUt1N8G7pb9SRSISHHnqI2267jbPOOosDBw6wcePGmuYxsme/USeVxeNxI+620mjUWxbqLQ+p7nZ5j2RSNUefW/oYdSM4dOgQvb29dpehKIqiKCdw8OBBFixYUHGatg/qUqnEkSNHCAQCEw4Vt2LFCnbu3FnVvEZOTDt48GDVJ6bVMv96X9Ps96jHu5661Lt6mvke6i3LG6Zn2ybVe7LXWJZFIpFg3rx5dHRUPgrd9vs5Ojo6Kn5aGblMohaCwWDVr6ln/rW+ZjreA2rzruc91Lt6puM91Lt1apqO94Dmbtukeld6TbVnm7f0yWTTQV9fX8vNv9bXTMd71EOzPaR6T9d71Ip6N2f66XqPWlHv5r5mNG2/67uR1HLdWzuh3uotAaneINfdFG/x36hrwePxcNdddzX1Ou1WRL3VWwJSvUGuuyne+o1aURRFUVoY/UatKIqiKC2MBrWiKIqitDAa1IqiKIrSwmhQK4qiKEoLo0FdJUNDQ6xevZo1a9Zw8803j7mVZjtwzz334HA4cDgc/O7v/i5Q2fndd9/ly1/+Mrfddhvf+MY3qhqvtlX4j//4D8477zzefvvt8mP1uu7Zs4cbb7yRv/zLv+S+++6bTo2amcgbJl720B7Lf/PmzSxZsoSenh5uuumm8j3V612mL730En/2Z3/GTTfdVPN9B6aTybwBbrzxxvLy/uQnP1l+vF3W8xdffJEzzjiDcDjMLbfcUn7c6L9xS6mK6667zvrpT39qWZZlPfzww9Zf/MVf2FxR48hkMtaXv/xl6+mnn7aefvpp680337Qsq7LzhRdeaP3Xf/2XZVmWtXbtWuv++++f/sLr4L333rMee+wxC7D2799ffrwe12w2ay1dutQ6cuSIZVmWdcMNN1iPP/74NJnUxmTeky17yzJ/+R89etT6oz/6I2vHjh3Wxo0bre7ubus73/mOZVn1LdNjx45Zp59+upVKpSzLsqzLLrusPI9WopL3O++8Y918883l5X3gwIHy69phPU8kEta3vvUt6/jx49a///u/W52dndbTTz9tWZbZf+Ma1FVw+PBhy+v1Wul02rKs4Y2ez+ez4vG4zZU1hn/4h3+w1q1bZw0NDZUfq+T80ksvWb29veVpd+zYYS1YsMAqlUrTXns9FIvFMYFVr+uPf/xj68ILLyw/t2nTJuuCCy6YVpdaGO9tWRMve8tqj+X/0ksvlUPVsizrtttus6666qq6l2l/f7913XXXlZ+79957rWuvvXYaTGpjMm/Lsqw77rjD2rhxo5XL5U54TTus5+l0esx6uGLFCmvr1q3G/43rru8qeO6555g5cyZerxeAWbNm4fF42LFjh82VNYYf//jHfOMb32Du3Ln86Ec/Aio7b926lZNPPrn8+g996EMcOnSIffv22VJ/rYwfAL9e14me2759e8seFplo4P+Jlj20x/L/yEc+gs/nK/9//vz5LFiwoO5lOtFz27Ztmx6ZGpjMO5/P89hjj3HdddexYMECtmzZUp6mXdZzr9dbvvnS0NAQZ555JhdddJHxf+Ma1FVw+PBhenp6xjzm9/s5cuSITRU1lq1bt3L8+HG+9rWv8cUvfpEnnniiovP45/x+P4Cx/ajXdaLnCoUC77333vQU3gAmWvZQf09amZ07d/Knf/qndS/TiZ575513pk+gTka8XS4Xu3fv5p133uEzn/kMH//4x3n11VeBE5e36ev5iy++yKpVq0gmk6TTaeP/xjWoq8DhcJQ/iY2Qy+VwuVw2VdR4QqEQ3/zmN7nzzju5//77KzqPfy6XywEY2496XdulD+OXPdTfk1Zl//79RCIRzjnnnLqX6UTPdXa29g0IR3uPMGfOHH7wgx/whS98gQ0bNgAnLm/T1/PFixdzww038Mwzz/D1r3/d+L9xDeoqmDdvHrFYbMxjyWSSefPm2VRR8+jr6+PgwYMVncc/l0gkAIztR72uEz3ndruZMWPG9BTeYEaWPdTfk1akVCrxgx/8gHvvvRc40a3aZTrRc63qDCd6j6fS8jZ9PZ87dy433HAD69evZ9u2bcb/jWtQV8HFF1/MoUOHyp+mRnbxrVy50s6ymkJHRwfnnHNORedLL72UvXv3ll/z61//msWLF7Nw4UJbap4q9bpO9Nzv/d7vtfQ3jUqMLHuovyetyN/+7d/y1a9+tfzNqN5lOtFzF1988fSJ1Mh47/GMXt7tup6fe+65zJ8/3/i/cQ3qKjjppJO48soryyeObNmyhdWrV0/6B2ASx44dY+PGjRSLRSzL4nvf+x7f+ta3Kjqfd955RCKR8gq8ZcsWvva1r9mpURPW+9dIjvxbr+vVV1/NwYMHicfjJzzXioz3nmzZQ/09aTW++93vctppp5HL5di3bx//9E//xIwZM+paptdffz2//OUvKRaLwPDx/ZtvvtkGqw9mIu+9e/fy05/+FIB8Ps8jjzzCrbfeCtA263kmk+GVV14p/3/z5s3ccsstxv+N692zquTYsWPcfvvtLFq0iGg0yrp163C73XaXNWX279/PZZddhtvt5sILL+SWW25h2bJlQGXnt956i29/+9ssXLgQy7K46667ymdbtjLJZJIf/ehHrF69mrvuuos///M/Z+bMmXW77ty5kwcffJBZs2YxZ84cbrrpJjv1JmUi70QiMemyB/OX/9/93d+NGfAC4IwzzmD37t11L9PNmzezefNmvF4vK1eu5JprrplWp2qYzPuhhx7iU5/6FPPnz+ejH/0ot912G729veVp2mE9f/XVV7n88stZsmQJ559/PitXruRzn/scUP/63AruGtSKoiiK0sLorm9FURRFaWE0qBVFURSlhdGgVhRFUZQWRoNaURRFUVoYDWpFURRFaWE0qBVFURSlhdGgVhRFUZQWRoNaURRFUVoYDWpFURRFaWE0qBVFURSlhdGgVhRFUZQWRoNaURRFUVqY/w/sG8QnzJAFzAAAAABJRU5ErkJggg==",
- "text/html": [
- "\n",
- " \n",
- " \n",
- " Figure\n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"# cells = [3,6,9]\n",
"cells = [2,3,5,6]\n",
@@ -894,7 +690,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.7"
+ "version": "3.9.13"
},
"orig_nbformat": 4
},
diff --git a/gmproj/temperature/sim_temp_aging.ipynb b/gmproj/temperature/sim_temp_aging.ipynb
index 11ce214f05..b75cd2c802 100644
--- a/gmproj/temperature/sim_temp_aging.ipynb
+++ b/gmproj/temperature/sim_temp_aging.ipynb
@@ -1,8 +1,15 @@
{
"cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Simulate Aging for Hot Temperature using Normal Simulations"
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 182,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -38,7 +45,7 @@
},
{
"cell_type": "code",
- "execution_count": 183,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -58,7 +65,16 @@
},
{
"cell_type": "code",
- "execution_count": 184,
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x = 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -71,9 +87,29 @@
"pybamm.set_logging_level(\"WARNING\")\n",
"# pybamm.set_logging_level(\"NOTICE\")\n",
"par_val = {}\n",
- "sno = 0\n",
- "par_val[0] = [5.6076e-08,6.7429e-07,1.02,1.4576e-08,-1.7447e-07,-2.5257e-08]\n",
- "\n",
+ "sno = 8\n",
+ "# Room temp\n",
+ "par_val[0] = [4.0312e-08,1.8157e-07,1.0776,2.3586e-09,-4.9170e-09,-1.4406e-09,4.60788219e-16]\n",
+ "# First Tuning\n",
+ "par_val[1] = [5.6076e-08,6.7429e-07,1.02,1.4576e-08,-1.7447e-07,-2.5257e-08,4.60788219e-16]\n",
+ "# Contraint 1/2 and 2\n",
+ "par_val[2] = [8.0624e-08,3.6314e-07,1.02,4.7172e-09,-9.8340e-09,-2.8812e-09,4.60788219e-16]\n",
+ "# Constraint 1/5 and 5\n",
+ "par_val[3] = [9.8220e-08,9.0785e-07,1.02,1.1793e-08,-2.4585e-08,-7.2030e-09,4.60788219e-16]\n",
+ "# Constraint 1/5 and 5 with no constraints on beta2'\n",
+ "par_val[4] = [6.2621e-08,6.8771e-07,1.02,1.1793e-08,-1.7385e-07,-2.4901e-08,4.60788219e-16]\n",
+ "# Constraint 1/2 and 2 with no constraints on beta2'\n",
+ "par_val[5] = [8.0624e-08,3.6314e-07,1.002,4.7172e-09,-2.4217e-07,-2.5212e-08,4.60788219e-16]\n",
+ "# kpl=0, retune ksei\n",
+ "par_val[6] = [1.2796e-07,7.2624e-07,1.02,0,-1.7764e-07,-1.4406e-11,4.9166e-17]\n",
+ "# kpl=0, retune ksei\n",
+ "par_val[7] = [1.1375e-07,6.4051e-07,1.0,0,-1.5557e-07,-2.2287e-08,2.2675e-15]\n",
+ "# kpl=0, retune ksei, different cost function, better initial guess \n",
+ "par_val[8] = [9.1084e-08,5.9270e-07,1.00,0,-1.6967e-07,-3.0447e-08,1.5803e-15]\n",
+ "# kpl=0, retune ksei, cells 6 9 12\n",
+ "par_val[9] = [2.8391e-07,2.0958e-06,1.9123,0,-8.6507e-07,-9.9184e-08,2.8281e-15]\n",
+ " # kpl=0, retune ksei, cells 3 9 12\n",
+ "par_val[10] = [1.3292e-07,9.2142e-07,1.0,0,-1.2058e-07,-2.1779e-08,1.9308e-15]\n",
"parameter_values = get_parameter_values()\n",
"parameter_values.update(\n",
" {\n",
@@ -87,13 +123,15 @@
" \"Negative electrode LAM constant proportional term 2 [s-1]\": par_val[sno][4],\n",
" \"Positive electrode LAM constant exponential term\": par_val[sno][2],\n",
" \"Negative electrode LAM constant exponential term\": par_val[sno][2],\n",
- " \"SEI kinetic rate constant [m.s-1]\": 4.60788219e-16, #1.08494281e-16 , \n",
+ " \"SEI kinetic rate constant [m.s-1]\": par_val[sno][6], #1.08494281e-16 , \n",
" \"EC diffusivity [m2.s-1]\": 4.56607447e-19,#8.30909086e-19,\n",
" \"SEI growth activation energy [J.mol-1]\": 1.87422275e+04,#1.58777981e+04,\n",
- " \"Lithium plating kinetic rate constant [m.s-1]\": par_val[sno][3],\n",
+ " # \"Lithium plating kinetic rate constant [m.s-1]\": par_val[sno][3],\n",
+ " \"Lithium plating kinetic rate constant [m.s-1]\": 0,\n",
" \"Initial inner SEI thickness [m]\": 0e-09,\n",
" \"Initial outer SEI thickness [m]\": 5e-09,\n",
- " \"SEI resistivity [Ohm.m]\": 25*30000.0,\n",
+ " \"SEI resistivity [Ohm.m]\": x*30000.0,\n",
+ " \"Li plating resistivity [Ohm.m]\": 0*30000.0,\n",
" \"Negative electrode partial molar volume [m3.mol-1]\": 7e-06,\n",
" \"Negative electrode LAM min stress [Pa]\": 0,\n",
" \"Negative electrode LAM max stress [Pa]\": 0,\n",
@@ -117,7 +155,16 @@
},
{
"cell_type": "code",
- "execution_count": 185,
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "parameter_values.search(\"SEI resistivity\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -128,7 +175,7 @@
},
{
"cell_type": "code",
- "execution_count": 186,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -137,26 +184,42 @@
},
{
"cell_type": "code",
- "execution_count": 187,
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "N=50"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
+ "# experiment = pybamm.Experiment(\n",
+ "# [\n",
+ "# (\"Discharge at \"+c_rate_d+dis_set,\n",
+ "# \"Rest for 10 sec\",\n",
+ "# \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
+ "# \"Hold at 4.2V until C/100\")\n",
+ "# ],\n",
+ "# termination=\"50% capacity\",\n",
+ "# )\n",
"experiment = pybamm.Experiment(\n",
" [\n",
- " (\"Discharge at \"+c_rate_d+dis_set,\n",
- " \"Rest for 10 sec\",\n",
- " \"Charge at \"+c_rate_c+\" until 4.2V\", \n",
- " \"Hold at 4.2V until C/100\")\n",
+ " (\"Charge at \"+c_rate_c+\" until 4.2V\", \n",
+ " \"Hold at 4.2V until C/100\",\n",
+ " \"Discharge at \"+c_rate_d+dis_set,)\n",
" ],\n",
- " # ] *40,\n",
" termination=\"50% capacity\",\n",
- "# cccv_handling=\"ode\",\n",
- ")"
+ ")\n",
+ "SOC_0 = 0"
]
},
{
"cell_type": "code",
- "execution_count": 188,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -165,7 +228,7 @@
},
{
"cell_type": "code",
- "execution_count": 189,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -181,7 +244,7 @@
")\n",
"sim_long = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values, \n",
" solver=pybamm.CasadiSolver(\"safe\"))\n",
- "sol1 = sim_long.solve(initial_soc=1)\n",
+ "sol1 = sim_long.solve(initial_soc=SOC_0)\n",
"sigma_ts_n = sol1[\"X-averaged negative particle surface tangential stress [Pa]\"].entries\n",
"sigma_rs_n = sol1[\"X-averaged negative particle surface radial stress [Pa]\"].entries\n",
"sigma_hs_n = (sigma_rs_n+2*sigma_ts_n)/2\n",
@@ -200,24 +263,16 @@
")\n",
"sim_long = pybamm.Simulation(spm, experiment=experiment, parameter_values=parameter_values, \n",
" solver=pybamm.CasadiSolver(\"safe\"))\n",
- "sol2 = sim_long.solve(initial_soc=1)\n",
+ "sol2 = sim_long.solve(initial_soc=SOC_0)\n",
"spm.set_initial_conditions_from(sol2, inplace=True)\n",
"sols.append(sol2)"
]
},
{
"cell_type": "code",
- "execution_count": 190,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "100%|██████████| 168/168 [13:03<00:00, 4.66s/it]\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"for i in tqdm(range(N-1)):\n",
" parameter_values.update(\n",
@@ -258,31 +313,33 @@
},
{
"cell_type": "code",
- "execution_count": 191,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
- "with open('hot_sim_2C_5psi_1.pickle', 'wb') as handle:\n",
- " pickle.dump(sols, handle, protocol=pickle.HIGHEST_PROTOCOL)"
+ "winsound.Beep(440, 2000)"
]
},
{
"cell_type": "code",
- "execution_count": 192,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
- "cell = 9\n",
- "cell_no = f'{cell:02d}'\n",
- "dfe=pd.read_csv(eSOH_DIR+\"aging_param_cell_cyc_\"+cell_no+\".csv\")\n",
- "cell = 28\n",
- "cell_no = f'{cell:02d}'\n",
- "dfe1=pd.read_csv(eSOH_DIR+\"aging_param_cell_cyc_\"+cell_no+\".csv\")"
+ "with open('hot_sim_2C_5psi_01_1.pickle', 'wb') as handle:\n",
+ " pickle.dump(sols, handle, protocol=pickle.HIGHEST_PROTOCOL)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Cap and Resistance Sim"
]
},
{
"cell_type": "code",
- "execution_count": 193,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -291,57 +348,107 @@
"for i in range(len(sols)):\n",
" sol_long = sols[i]\n",
" Q = -sol_long['Discharge capacity [A.h]'].entries\n",
- " Q1 = -min(Q)\n",
- " Q2 = Q[-1]-min(Q)\n",
+ " Qm = min(Q)\n",
+ " Q2 = max(Q) - Qm\n",
+ " Q1 = max(Q) - Q[-1]\n",
" Qappd.append(Q1)\n",
" Qappc.append(Q2)"
]
},
{
"cell_type": "code",
- "execution_count": 194,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"Rs = []\n",
"for i in range(len(sols)):\n",
" sol_long = sols[i]\n",
- " Vt = sol_long[\"Terminal voltage [V]\"].entries\n",
- " R = (4.2-Vt[0])/(2*5)\n",
+ " I = sol_long[\"Current [A]\"].entries\n",
+ " V = sol_long[\"Terminal voltage [V]\"].entries\n",
+ " idxi1 = np.where((np.diff(I)>5) & (I[:-1]>-2))[0]\n",
+ " idx = idxi1[0]\n",
+ " R = -(V[idx+1] - V[idx])/(I[idx+1] - I[idx])\n",
" Rs.append(R)"
]
},
{
"cell_type": "code",
- "execution_count": 195,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "e5782a81e0a949c18819d6466ae87d7c",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
- "text/html": [
- "\n",
- " \n",
- " \n",
- " Figure\n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell = 28\n",
+ "cell_no = f'{cell:02d}'\n",
+ "dfe=pd.read_csv(eSOH_DIR+\"aging_param_cell_cyc_\"+cell_no+\".csv\")\n",
+ "cell = 35\n",
+ "cell_no = f'{cell:02d}'\n",
+ "dfe1=pd.read_csv(eSOH_DIR+\"aging_param_cell_cyc_\"+cell_no+\".csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
+ "ax.plot(dfe['N'],dfe['App Cap [Ah]'],'k')\n",
+ "ax.plot(dfe1['N'],dfe1['App Cap [Ah]'],'k--')\n",
+ "ax.plot(range(1,len(sols)+1),Qappd,'b')\n",
+ "# ax.plot(range(1,len(sols)+1),Qappc,'r')\n",
+ "ax.set_title(\"Apparent Capacity @ 2C\")\n",
+ "ax.set_xlabel(\"Cycle Number\")\n",
+ "ax.set_ylabel(\"2C Capacity [Ah]\")\n",
+ "ax.legend(['Data 9','Data 28','Sim'])\n",
+ "plt.savefig(fig_DIR + \"Hot Capacity Sim.png\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
+ "ax.plot(dfe['N'],dfe['Rs [ohm]']-dfe['Rs [ohm]'].iloc[0],'k')\n",
+ "ax.plot(dfe1['N'],dfe1['Rs [ohm]']-dfe1['Rs [ohm]'].iloc[1],'k--')\n",
+ "ax.plot(range(1,len(sols)+1),Rs-Rs[0],'b')\n",
+ "ax.set_title(\"Resistance Growth\")\n",
+ "ax.set_xlabel(\"Cycle Number\")\n",
+ "ax.set_ylabel(r\"$\\Delta R_s$ [$\\Omega$]\")\n",
+ "# ax.legend(['Data 9','Data 28','Sim'])\n",
+ "ax.set_ylim(bottom=0)\n",
+ "plt.savefig(fig_DIR + \"Hot Resistance Sim.png\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sdfsdf"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sol_long = sols[100]\n",
+ "t = sol_long[\"Time [s]\"].entries\n",
+ "I = sol_long[\"Current [A]\"].entries\n",
+ "Q = -sol_long['Discharge capacity [A.h]'].entries\n",
+ "Vt = sol_long[\"Terminal voltage [V]\"].entries"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
"ax.plot(dfe['N'],dfe['Rs [ohm]'],'k')\n",
@@ -356,35 +463,9 @@
},
{
"cell_type": "code",
- "execution_count": 196,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "6e1e57ce6d764d23a24c4ef54cd7e09b",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
- "text/html": [
- "\n",
- " \n",
- " \n",
- " Figure\n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
"ax.plot(dfe['N'],dfe['App Cap [Ah]'],'k')\n",
@@ -400,35 +481,9 @@
},
{
"cell_type": "code",
- "execution_count": 197,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "d955b9a0aa654cbf9ff92f75fa8ebd10",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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- "text/html": [
- "\n",
- " \n",
- " \n",
- " Figure\n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"t1 = 0\n",
"fig, ax = plt.subplots(2,1, sharex=True, figsize=(7,7))\n",
@@ -456,7 +511,16 @@
},
{
"cell_type": "code",
- "execution_count": 198,
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "hghjghj"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -477,7 +541,7 @@
},
{
"cell_type": "code",
- "execution_count": 199,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -513,7 +577,7 @@
" \"Initial inner SEI thickness [m]\": 0e-09,\n",
" \"Initial outer SEI thickness [m]\": del_sei,\n",
" \"Initial plated lithium concentration [mol.m-3]\": c_lip,\n",
- " \"SEI resistivity [Ohm.m]\": 25*30000.0,\n",
+ " # \"SEI resistivity [Ohm.m]\": 25*30000.0,\n",
" },\n",
" check_already_exists=False,\n",
" )\n",
@@ -544,7 +608,7 @@
},
{
"cell_type": "code",
- "execution_count": 200,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -561,7 +625,7 @@
},
{
"cell_type": "code",
- "execution_count": 201,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -576,35 +640,9 @@
},
{
"cell_type": "code",
- "execution_count": 202,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "866b291fbe2d457884709b4311ec6346",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
- "text/html": [
- "\n",
- " \n",
- " \n",
- " Figure\n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"fig, ax = plt.subplots(1,1,figsize=(5,5))\n",
"ax2 = ax\n",
@@ -626,47 +664,25 @@
},
{
"cell_type": "code",
- "execution_count": 203,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "0.008924623387716402"
- ]
- },
- "execution_count": 203,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(Vt[0]-4.11)/10"
]
},
{
"cell_type": "code",
- "execution_count": 204,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "4.089246233877164"
- ]
- },
- "execution_count": 204,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"Vt[0]-0.011*10"
]
},
{
"cell_type": "code",
- "execution_count": 205,
+ "execution_count": null,
"metadata": {},
"outputs": [],
"source": [
@@ -675,35 +691,9 @@
},
{
"cell_type": "code",
- "execution_count": 206,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "application/vnd.jupyter.widget-view+json": {
- "model_id": "26c5438e8d8241109766e095e6e96e5a",
- "version_major": 2,
- "version_minor": 0
- },
- "image/png": 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",
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- "\n",
- " \n",
- " \n",
- " Figure\n",
- " \n",
- " \n",
- " \n",
- " "
- ],
- "text/plain": [
- "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
"source": [
"fig, ax = plt.subplots(1,1,figsize=(5,5))\n",
"ax2 = ax\n",
@@ -720,6 +710,310 @@
"# ax.set_xlim(left=2296)\n",
"# plt.savefig(fig_DIR +'lithium_plating_resistance.png')\n"
]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Sim Diff Conductivities"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_Rs(sols):\n",
+ " Rs = []\n",
+ " for i in range(len(sols)):\n",
+ " sol_long = sols[i]\n",
+ " I = sol_long[\"Current [A]\"].entries\n",
+ " V = sol_long[\"Terminal voltage [V]\"].entries\n",
+ " idxi1 = np.where((np.diff(I)>5) & (I[:-1]>-2))[0]\n",
+ " idx = idxi1[0]\n",
+ " R = -(V[idx+1] - V[idx])/(I[idx+1] - I[idx])\n",
+ " Rs.append(R)\n",
+ " return Rs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_acap(sols):\n",
+ " Qappd = []\n",
+ " Qappc = []\n",
+ " for i in range(len(sols)):\n",
+ " sol_long = sols[i]\n",
+ " Q = -sol_long['Discharge capacity [A.h]'].entries\n",
+ " Qm = min(Q)\n",
+ " Q2 = max(Q) - Qm\n",
+ " Q1 = max(Q) - Q[-1]\n",
+ " Qappd.append(Q1)\n",
+ " Qappc.append(Q2)\n",
+ " Qappd = np.array(Qappd)\n",
+ " Qappc = np.array(Qappc)\n",
+ " return Qappd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('hot_sim_2C_5psi_07p5_1.pickle', 'rb') as handle:\n",
+ " sols1 = pickle.load(handle)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('hot_sim_2C_5psi_12p5_1.pickle', 'rb') as handle:\n",
+ " sols2 = pickle.load(handle)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('hot_sim_2C_5psi_20_1.pickle', 'rb') as handle:\n",
+ " sols4 = pickle.load(handle)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# with open('hot_sim_2C_5psi_0.pickle', 'rb') as handle:\n",
+ "# sols0 = pickle.load(handle)\n",
+ "\n",
+ "\n",
+ "# with open('hot_sim_2C_5psi_15.pickle', 'rb') as handle:\n",
+ "# sols3 = pickle.load(handle)\n",
+ "\n",
+ "# with open('hot_sim_2C_5psi_25.pickle', 'rb') as handle:\n",
+ "# sols5 = pickle.load(handle)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "asv_1 = sols1[-1].all_summary_variables\n",
+ "asv_2 = sols2[-1].all_summary_variables\n",
+ "asv_4 = sols4[-1].all_summary_variables"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "asv_4[0]['C']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Rs0 = get_Rs(sols0)\n",
+ "Rs1 = get_Rs(sols1)\n",
+ "Rs2 = get_Rs(sols2)\n",
+ "# Rs3 = get_Rs(sols3)\n",
+ "Rs4 = get_Rs(sols4)\n",
+ "# Rs5 = get_Rs(sols5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Q0 = get_acap(sols0)\n",
+ "Q1 = get_acap(sols1)\n",
+ "Q2 = get_acap(sols2)\n",
+ "# Q3 = get_acap(sols3)\n",
+ "Q4 = get_acap(sols4)\n",
+ "# Rs5 = get_Rs(sols5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cell = 26\n",
+ "dfe0=pd.read_csv(eSOH_DIR+f\"aging_param_cell_cyc_{cell:02d}.csv\")\n",
+ "cell = 28\n",
+ "dfe1=pd.read_csv(eSOH_DIR+f\"aging_param_cell_cyc_{cell:02d}.csv\")\n",
+ "cell = 29\n",
+ "dfe2=pd.read_csv(eSOH_DIR+f\"aging_param_cell_cyc_{cell:02d}.csv\")\n",
+ "cell = 31\n",
+ "dfe3=pd.read_csv(eSOH_DIR+f\"aging_param_cell_cyc_{cell:02d}.csv\")\n",
+ "cell = 33\n",
+ "dfe4=pd.read_csv(eSOH_DIR+f\"aging_param_cell_cyc_{cell:02d}.csv\")\n",
+ "cell = 35\n",
+ "dfe5=pd.read_csv(eSOH_DIR+f\"aging_param_cell_cyc_{cell:02d}.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
+ "# ax.plot(dfe['N'],dfe['App Cap [Ah]'],'k')\n",
+ "# ax.plot(dfe1['N'],dfe1['App Cap [Ah]'],'k--')\n",
+ "# ax.plot(range(1,len(sols)+1),Qappd,'b')\n",
+ "# # ax.plot(range(1,len(sols)+1),Qappc,'r')\n",
+ "# ax.set_title(\"Apparent Capacity @ 2C\")\n",
+ "# ax.set_xlabel(\"Cycle Number\")\n",
+ "# ax.set_ylabel(\"2C Capacity [Ah]\")\n",
+ "# ax.legend(['Data 9','Data 28','Sim'])\n",
+ "# plt.savefig(fig_DIR + \"Hot Capacity Sim.png\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "colors = ['blue','red','green','yellow','magenta','cyan']\n",
+ "fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
+ "ax.plot(dfe0['N'],-dfe0['App Cap [Ah]']+dfe0['App Cap [Ah]'].iloc[0],color=colors[0],linestyle='solid')\n",
+ "ax.plot(dfe1['N'],-dfe1['App Cap [Ah]']+dfe1['App Cap [Ah]'].iloc[0],color=colors[1],linestyle='solid')\n",
+ "ax.plot(dfe2['N'],-dfe2['App Cap [Ah]']+dfe2['App Cap [Ah]'].iloc[0],color=colors[2],linestyle='solid')\n",
+ "ax.plot(dfe3['N'],-dfe3['App Cap [Ah]']+dfe3['App Cap [Ah]'].iloc[0],color=colors[3],linestyle='solid')\n",
+ "ax.plot(dfe4['N'],-dfe4['App Cap [Ah]']+dfe4['App Cap [Ah]'].iloc[0],color=colors[4],linestyle='solid')\n",
+ "ax.plot(dfe5['N'],-dfe5['App Cap [Ah]']+dfe5['App Cap [Ah]'].iloc[0],color=colors[5],linestyle='solid')\n",
+ "ax.plot(range(1,len(sols4)+1),-Q4+Q4[0],color=colors[0],linestyle='dashed')\n",
+ "ax.plot(range(1,len(sols2)+1),-Q2+Q2[0],color=colors[1],linestyle='dashed')\n",
+ "ax.plot(range(1,len(sols1)+1),-Q1+Q1[0],color=colors[2],linestyle='dashed')\n",
+ "ax.set_title(\"Apparent Capacity Loss\")\n",
+ "ax.set_xlabel(\"Cycle Number\")\n",
+ "ax.set_ylabel(r\"$\\Delta Q_{app}$ [$Ah$]\")\n",
+ "# ax.legend(['0 psi','sim'])\n",
+ "# ax.legend(['5 psi','sim'])\n",
+ "ax.legend(['10 psi','15 psi','20 psi','25 psi','sim'])\n",
+ "ax.set_ylim(bottom=0)\n",
+ "plt.savefig(fig_DIR + \"Hot Cap Sim_1.png\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# colors = ['blue','red','green','yellow','magenta','cyan']\n",
+ "# fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
+ "# ax.plot(dfe0['N'],-dfe0['App Cap [Ah]']+dfe0['App Cap [Ah]'].iloc[0],color=colors[0],linestyle='solid')\n",
+ "# ax.plot(dfe1['N'],-dfe1['App Cap [Ah]']+dfe1['App Cap [Ah]'].iloc[0],color=colors[1],linestyle='solid')\n",
+ "# ax.plot(dfe2['N'],-dfe2['App Cap [Ah]']+dfe2['App Cap [Ah]'].iloc[0],color=colors[2],linestyle='solid')\n",
+ "# ax.plot(dfe3['N'],-dfe3['App Cap [Ah]']+dfe3['App Cap [Ah]'].iloc[0],color=colors[3],linestyle='solid')\n",
+ "# ax.plot(dfe4['N'],-dfe4['App Cap [Ah]']+dfe4['App Cap [Ah]'].iloc[0],color=colors[4],linestyle='solid')\n",
+ "# ax.plot(dfe5['N'],-dfe5['App Cap [Ah]']+dfe5['App Cap [Ah]'].iloc[0],color=colors[5],linestyle='solid')\n",
+ "# # ax.plot(range(1,len(sols4)+1),Rs4-Rs4[0],color=colors[0],linestyle='dashed')\n",
+ "# # ax.plot(range(1,len(sols2)+1),Rs2-Rs2[0],color=colors[1],linestyle='dashed')\n",
+ "# # ax.plot(range(1,len(sols1)+1),Rs1-Rs1[0],color=colors[2],linestyle='dashed')\n",
+ "# # ax.plot(range(1,len(sols1)+1),Rs0-Rs0[0],color='black',linestyle='dashed')\n",
+ "# # ax.plot(range(1,len(sols0)+1),Rs0-Rs0[0],color=colors[0],linestyle='dashed')\n",
+ "# # ax.plot(range(1,len(sols3)+1),Rs3-Rs3[0],color=colors[3],linestyle='dashed')\n",
+ "# # ax.plot(range(1,len(sols5)+1),Rs5-Rs5[0],color=colors[5],linestyle='dashed')\n",
+ "# ax.set_title(\"Apparent Capacity Loss\")\n",
+ "# ax.set_xlabel(\"Cycle Number\")\n",
+ "# ax.set_ylabel(r\"$\\Delta Q_{app}$ [$Ah$]\")\n",
+ "# ax.legend(['0 psi','5 psi','10 psi','15 psi','20 psi','25 psi'])\n",
+ "# # ax.set_ylim(bottom=0)\n",
+ "# # plt.savefig(fig_DIR + \"Hot Cap Sim.png\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "colors = ['blue','red','green','yellow','magenta','cyan']\n",
+ "fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
+ "ax.plot(dfe0['N'],dfe0['Rs [ohm]']-dfe0['Rs [ohm]'].iloc[1],color=colors[0],linestyle='solid')\n",
+ "ax.plot(dfe1['N'],dfe1['Rs [ohm]']-dfe1['Rs [ohm]'].iloc[1],color=colors[1],linestyle='solid')\n",
+ "ax.plot(dfe2['N'],dfe2['Rs [ohm]']-dfe2['Rs [ohm]'].iloc[1],color=colors[2],linestyle='solid')\n",
+ "ax.plot(dfe3['N'],dfe3['Rs [ohm]']-dfe3['Rs [ohm]'].iloc[2],color=colors[3],linestyle='solid')\n",
+ "ax.plot(dfe4['N'],dfe4['Rs [ohm]']-dfe4['Rs [ohm]'].iloc[1],color=colors[4],linestyle='solid')\n",
+ "ax.plot(dfe5['N'],dfe5['Rs [ohm]']-dfe5['Rs [ohm]'].iloc[1],color=colors[5],linestyle='solid')\n",
+ "ax.plot(range(1,len(sols4)+1),Rs4-Rs4[0],color=colors[0],linestyle='dashed')\n",
+ "ax.plot(range(1,len(sols2)+1),Rs2-Rs2[0],color=colors[1],linestyle='dashed')\n",
+ "ax.plot(range(1,len(sols1)+1),Rs1-Rs1[0],color=colors[2],linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols1)+1),Rs0-Rs0[0],color='black',linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols0)+1),Rs0-Rs0[0],color=colors[0],linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols3)+1),Rs3-Rs3[0],color=colors[3],linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols5)+1),Rs5-Rs5[0],color=colors[5],linestyle='dashed')\n",
+ "ax.set_title(\"Resistance\")\n",
+ "ax.set_xlabel(\"Cycle Number\")\n",
+ "ax.set_ylabel(r\"$R_s$ [$\\Omega$]\")\n",
+ "ax.legend(['0 psi','5 psi','10 psi','15 psi','20 psi','25 psi'])\n",
+ "ax.set_ylim(bottom=0)\n",
+ "plt.savefig(fig_DIR + \"Hot Resistance Sim_1.png\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "asdasd"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "colors = ['blue','red','green','yellow','magenta','cyan']\n",
+ "fig, ax = plt.subplots(1,1, sharex=True, figsize=(5,4))\n",
+ "# ax.plot(dfe0['N'],dfe0['Rs [ohm]']-dfe0['Rs [ohm]'].iloc[1],color=colors[0],linestyle='solid')\n",
+ "# ax.plot(dfe1['N'],dfe1['Rs [ohm]']-dfe1['Rs [ohm]'].iloc[1],color=colors[1],linestyle='solid')\n",
+ "ax.plot(dfe2['N'],dfe2['Rs [ohm]']-dfe2['Rs [ohm]'].iloc[1],color=colors[2],linestyle='solid')\n",
+ "ax.plot(dfe3['N'],dfe3['Rs [ohm]']-dfe3['Rs [ohm]'].iloc[2],color=colors[3],linestyle='solid')\n",
+ "ax.plot(dfe4['N'],dfe4['Rs [ohm]']-dfe4['Rs [ohm]'].iloc[1],color=colors[4],linestyle='solid')\n",
+ "ax.plot(dfe5['N'],dfe5['Rs [ohm]']-dfe5['Rs [ohm]'].iloc[1],color=colors[5],linestyle='solid')\n",
+ "# ax.plot(range(1,len(sols4)+1),Rs4-Rs4[0],color=colors[0],linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols2)+1),Rs2-Rs2[0],color=colors[1],linestyle='dashed')\n",
+ "ax.plot(range(1,len(sols1)+1),Rs1-Rs1[0],color=colors[2],linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols1)+1),Rs0-Rs0[0],color='black',linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols0)+1),Rs0-Rs0[0],color=colors[0],linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols3)+1),Rs3-Rs3[0],color=colors[3],linestyle='dashed')\n",
+ "# ax.plot(range(1,len(sols5)+1),Rs5-Rs5[0],color=colors[5],linestyle='dashed')\n",
+ "ax.set_title(\"Resistance\")\n",
+ "ax.set_xlabel(\"Cycle Number\")\n",
+ "ax.set_ylabel(r\"$R_s$ [$\\Omega$]\")\n",
+ "ax.legend(['10 psi','15 psi','20 psi','25 psi','sim'])\n",
+ "ax.set_ylim(bottom=0)\n",
+ "# plt.savefig(fig_DIR + \"Hot Resistance Sim_25.png\")"
+ ]
}
],
"metadata": {
@@ -738,7 +1032,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.9.7"
+ "version": "3.9.13"
}
},
"nbformat": 4,
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