Usage

• To use the reinforcement learning algorithm: Run DRL_Code\\main_RL.py
• For a random strategy: Run DRL_Code\\main_random_policy.py
• To compare the convergence curves of the random strategy and the reinforcement learning: Run DRL_Code\\plt_reward.py
• To verify the surrogate model: Run Surrogate_Model_Code\\net.py
• To verify the mode identification model: Run Mode_Idt_Code\\MINN.py

Requirements

This code has been tested with the following package versions:

• Python: 3.8.5
• torch: 2.0.1+cu118
• tqdm: 4.50.2
• numpy: 1.24.4
• matplotlib: 3.7.3

Installation

To install the required packages, run the following command:

pip install torch==2.0.1+cu118 tqdm==4.50.2 numpy==1.24.4 matplotlib==3.7.3