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<!DOCTYPE HTML>
<!--
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Released for free under the Creative Commons Attribution 3.0 license (templated.co/license)
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<html>
<head>
<title>ML-Helio | Machine Learning in Heliophysics</title>
<meta charset="utf-8" />
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<!-- <span ><img src="images/logo.svg" width=15% align="left" alt="" style="margin:0px 50px 20px 0px" alt="" /></span>
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<nav id="nav">
<a href="#Program">Program</a>
<a href="#Dates">Important Dates</a>
<a href="#Abstracts">Registration & Abstracts</a>
<a href="#Publications">Publications</a>
<a href="#Committee">Committee</a>
<a href="#Venue">Venue & Travel</a>
<a href="./2019/index_2019.html">Past editions</a>
<a href="#Sponsors">Sponsors</a>
<a href="#Contact">Contact</a>
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<section id="banner">
<h2>Machine Learning in Heliophysics</h2>
<!-- <h3><font color="#FF0000"> Mark your calendar! </font></br>
ML-Helio 2021 will be held on </br>30 August - 3 September 2021</br>
Venue to be decided (USA)</br>
</h3> --> <h3> <font color="#FF0000"> Thank you all for a very successful conference! </br>
<a href="#Program"> Presentations are available for download </a></br>
<img src="./images/Group_photo_MLHelio22.JPG" width=25% align="center" alt="" style="margin:30px 0px 0px 0px" alt="" />
</h3>
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<div class="container">
<div class="feature-grid">
<div class="feature">
<div class="content">
<p>Topics</p>
<h4> Space weather forecasting</br>
Inverse problems</br>
Automatic event identification</br>
Feature detection and tracking</br>
Surrogate models</br>
Uncertainty Quantification
</h4>
</div>
</div>
<div class="feature">
<div class="content">
<p>Methods</p>
<h4>
Machine and Deep Learning</br>
System identification</br>
Information theory</br>
Combination of physics-based and data-driven modeling</br>
Bayesian analysis</br>
</h4>
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</font>
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<h5>The goal of the ML- Helio conference is to leverage the advancements happening in disciplines such as machine learning, deep learning, statistical analysis, system identification, and information theory, in order to address long-standing questions and enable a higher scientific return on the wealth of available heliospheric data.</br></br>
We aim at bringing together a cross-disciplinary research community: physicists in solar, heliospheric, magnetospheric, and aeronomy fields as well as computer and data scientists. ML- Helio will focus on the development of data science techniques needed to tackle fundamental problems in space weather forecasting, inverse estimation of physical parameters, automatic event identification, feature detection and tracking, times series analysis of dynamical systems, combination of physics-based models with machine learning techniques, surrogate models and uncertainty quantification.</br></br>
The conference will consists of classic-style lectures, complemented by hands-on tutorials on Python tools and data resources available to the heliophysics machine learning community.</br></br>
The conference will be hosted in <u>hybrid mode</u> (in-person and virtual).</br></br>
We expect all the participants of Machine Learning in Heliophysics to follow our <a href=code_conduct.html><u><font color="#3d6498">Code of Conduct</font></u></a>. </br></br>
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<h2>Program</h2>
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<section>
<h5> <p>Invited Speakers</p></br>
<a href="https://cas.gsu.edu/profile/rafal-angryk/" target="_blank"><u><font color="#3d6498">Rafal Angryk</font></u> </a>(Georgia State University)</br>
<a href="https://ml.jpl.nasa.gov/people/doran/doran.html" target="_blank"><u><font color="#3d6498">Gary Doran</font></u> </a>(JPL)</br>
<a href="https://www.physik.ruhr-uni-bochum.de/en/faculty/professorships/professorenuebersicht/jun-prof-dr-m-innocenti" target="_blank"><u><font color="#3d6498">Maria Elena Innocenti</font></u> </a>(Ruhr Universiteit Bochum)</br>
<a href="https://www.andrews.edu/cas/physics/faculty/johnson-jay.html" target="_blank"><u><font color="#3d6498">Jay Johnson</font></u> </a>(Andrews University)</br>
<a href="https://scholar.google.com/citations?user=GiHQDSUAAAAJ&hl=en&authuser=1" target="_blank"><u><font color="#3d6498">Alan Kaptanoglu</font></u> </a>(University of Washington)</br>
<a href="https://staff.ucar.edu/users/molina" target="_blank"><u><font color="#3d6498">Maria Molina</font></u> </a>(NCAR, National Center for Atmospheric Research)</br>
<a href="http://www.solardynamo.org/" target="_blank"><u><font color="#3d6498">Andres Munoz-Jaramillo</font></u> </a>(Southwest Research Institute)</br>
<a href="https://faculty.erau.edu/Katariina.Nykyri" target="_blank"><u><font color="#3d6498">Katariina Nykyri</font></u> </a>(Embry–Riddle Aeronautical University)</br>
<a href="https://www.researchgate.net/scientific-contributions/Eunsu-Park-2149642038" target="_blank"><u><font color="#3d6498">Eunsu Park</font></u> </a>(Kyung Hee University)</br>
<a href="https://www.colorado.edu/amath/maziar-raissi" target="_blank"><u><font color="#3d6498">Maziar Raissi</font></u> </a>(University of Colorado)</br>
</br>
<p> Program </p>
<h5>
The Book of abstract can be downloaded <a href="./Book_of_abstracts.pdf" target="_blank"><u> here </u></a>
<br></br>
Oral Presentations are available <a href="./Talks" target="_blank"><u> here </u></a>
<br></br>
Posters are available <a href="./Posters" target="_blank"><u> here </u></a>
<br></br>
<iframe src="./Program_final.pdf" width="80%" height="500px">
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<!-- <a href=./posters><u><font color="#3d6498">Download the poster presentations</font></u></a> </br>
<a href=./talks><u><font color="#3d6498">Download the oral presentations</font></u></a> </br>
Final Program <a href="./Program_MLHelio_final.pdf"> (<u>download here</u>)</a></br>
Book of abstract available <a href="./abstracts_book.pdf"> <u>here</u></a>
-->
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<h2>Important dates</h2>
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<h6>
<s>15 January 2022:  Abstract submission deadline (<a href="https://cmt3.research.microsoft.com/MLHELIO2022" target="_blank"><u>link</u></a>)</s></br>
<s>15 January 2022:  Deadline to apply for <a href="https://forms.gle/NLuNFJXQqNhNMutV7" target="_blank"><u>travel support</u></a></s> </br>
<s>28 February 2022:  <a href="https://cvent.me/9eXy9V" target="_blank"><u>Early bird registration</u></a></s></br>
<s>7 March 2022:  Late abstract submission deadline -- Poster only -- (<a href="https://cmt3.research.microsoft.com/MLHELIO2022" target="_blank"><u>link</u></a>)</s></br>
<s>7 March 2022:   In-person registration closes</s>
</br>
<s>21 - 25 March 2022:  Conference</br></s>
31 Decemnber 2022:  Paper submission for AGU Special Collection
</h6>
</section>
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<a href="#top"><h5>Back to the top</h5></a>
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<h2>Registration & Abstracts</h2>
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</section>
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<section>
<h3>
<font color="#FF0000">Registration for virtual participants is still open!</font></br> Click <a href="https://cvent.me/9eXy9V" target="_blank"><u>here</u> for registration</a> </br></br>
Registration fees:</br></br>
  <s>Student (in-person):   $450 (before March 1st) -- $550 (March 1st to March 7th)</s><br>
<s>Regular (in-person):   $600 (before March 1st) -- $700 (March 1st to March 7th)</s></br>
</br>
  Student (virtual):   <s>$300 (before March 1st)</s> -- $400 (March 1st to March 7th)<br>
Regular (virtual):   <s>$450 (before March 1st)</s> -- $550 (March 1st to March 7th)</br>
</h3>
<h5>
The registration fee includes an opening reception and lunches from Monday to Friday.</br>
</br>
<u> Invitation letter:</u> In case you need an invitation letter, you can make a request to <a href = "mailto:[email protected]">[email protected]</a>.</br> Note that invitation letters can only be issued for registered participants.<br></br>
Abstract submission is available on this <a href="https://cmt3.research.microsoft.com/MLHELIO2022" target="_blank"><u>link</u></a></br>
</br>
<u>Changes</u></br>
If you need to make any changes to your registration information, add or remove optional items, or change your registration package from in-person to virtual or vice versa, you can do so by clicking the “Already Registered?” button at the top right corner of this page. </br>
</br>
Please note that when you change your registration package from in-person to virtual or vice versa, your original payment will be completely refunded and you must submit a new payment in order to confirm the change. You will be charged for the new registration package based on what the current registration rate is at that time.
</br> </br>
You can make modifications to your own registration up until <strong>March 7, 2022.</strong> After that date you must email [email protected] for assistance with making any changes.
</br></br>
<u>Travel grants</u></br>
Eligibility: in order to be considered for a travel grant you must be: 1) a student or 2) have graduated not earlier than 21 March 2019. You also need to have submitted an abstract (submit <a href="https://cmt3.research.microsoft.com/MLHELIO2022" target="_blank"><u>here</u></a>)</br>
We have a small number of travel grants. Please apply only if a travel grant is strictly necessary for your attendance to the conference.</br>
Submit your travel grant application <a href="https://forms.gle/NLuNFJXQqNhNMutV7" target="_blank"><u>here</u></a></br>
</br>
<font color="#FF0000">IMPORTANT:</font> Despite the unprecedented level of uncertainty, we are trying to set up a registration fee that would make the conference accessible for everybody. It would help us tremendously to have an estimate of how many people are planning to attend.</br>
If you plan to attend, please fill this anonymous survey <a href="https://forms.gle/w9pusjxmornvyWL46" target="_blank"><u>here</u></a> (do it only once!)
</br>
PLEASE NOTE: As per the laws of the state of Colorado and the policies of the University of Colorado Boulder, all registrant should hereby be aware that some portion of the registration fee will be used to purchase alcoholic beverages.
<!--
Registration is open on this <a href="https://www.aanmelder.nl/mlhelio/subscribe" target="_blank"><u>link</u></a></br>
The abstract submission is now close.
</br>
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</h5>
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<a href="#top"><h5>Back to the top</h5></a>
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<h2>Publications</h2>
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<section>
<h3>Call for Papers for "Machine Learning in Heliophysics”</br>
Open for Submissions: 1 April 2022</br>
Submission Deadline: 31 December 2022</br>
Papers can be submitted for consideration to any of the following AGU journal and collected under the 'Machine Learning in Heliophysics' Special Collection:</br>
<ul>
<li><a href="https://agupubs.onlinelibrary.wiley.com/hub/journal/15427390/features/call-for-papers">Space Weather </a></li>
<li><a href="https://agupubs.onlinelibrary.wiley.com/hub/jgr/journal/21699402/features/call-for-papers">Journal of Geophysical Research: Space Physics </a></li>
<li><a href="https://agupubs.onlinelibrary.wiley.com/hub/journal/19448007/features/call-for-papers">Geophysical Research Letter</a></li>
<li><a href="https://agupubs.onlinelibrary.wiley.com/hub/jgr/journal/21699402/features/call-for-papers">Earth and Space Science </a></li>
</h5>
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<a href="#top"><h5>Back to the top</h5></a>
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<h2>Committee</h2>
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<p>Scientific Organizing Committee</p>
<h5> Abigail Azari (UC Berkeley) </br>
Hazel Bain (CU Boulder)</br>
Jacob Bortnik (UCLA)</br>
Enrico Camporeale (CU/NOAA, chair)</br>
Mark Cheung (LMSAL) </br>
Veronique Delouille (ROB)</br>
Farzad Kamalabadi (U. Illinois)</br>
Michael Kirk (ASTRA)</br>
Giovanni Lapenta (KU Leuven)</br>
Stefan Lotz (SANSA)</br>
Sophie Murray (Trinity College Dublin)</br>
Naoto Nishizuka (NICT, Japan)</br>
Pete Riley (Predictive Science Inc.)</br>
Simon Wing (APL, Johns Hopkins)</br>
</h5>
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<div class="feature">
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<p>Local Organizing Committee</p>
<h5> Linda Pendergrass</br>
Virginia Schultz </br>
Amy Martinez </br>
Curt Davis </br>
Colin Mahoney </br>
</h5>
</div>
</div>
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<h2>Venue & Travel</h2>
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<h6>
The conference will be held at the University Memorial Center in Boulder, CO (USA)
<!-- <h5> Address: Mauritskade 64, 1092 AD Amsterdam -->
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<img src="./images/UMC.jpeg" width=25% align="right" alt="" style="margin:30px 0px 0px 0px" alt="" />
<img src="./images/ballroom.jpg" width=25% align="right" alt="" style="margin:30px 0px 0px 0px" alt="" />
<img src="./images/flatirons.jpg" width=25% align="right" alt="" style="margin:30px 0px 0px 0px" alt="" />
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</br>
<iframe src="https://www.google.com/maps/embed?pb=!1m18!1m12!1m3!1d3056.0770048243935!2d-105.27367258420804!3d40.00672747941487!2m3!1f0!2f0!3f0!3m2!1i1024!2i768!4f13.1!3m3!1m2!1s0x876bec3406783af9%3A0xfc7e21da146ad9af!2sUniversity%20Memorial%20Center%2C%20Boulder%2C%20CO%2080302!5e0!3m2!1sen!2sus!4v1636694139435!5m2!1sen!2sus" width="600" height="450" style="border:0;" allowfullscreen="" loading="lazy"></iframe>
</br>
<h3><u>On-Campus Parking Permits</u></hr>
Please use the CU Events Parking website link <a href="https://cuboulder.pmreserve.com/"> https://cuboulder.pmreserve.com/ </a> to purchase a $20.00 permit for the conference. Select Sunday March 20 ML-Heliophysics Conference 2022 Find Parking link and complete the requested information (make, model, color, license plate) and make your payment. If you can’t print the permit, save the reply email as documentation. Make sure that you park on the lower levels of the Euclid Parking Garage designated as Lot 205 and not in the Pay-to-Park spaces.
<h3><u>Travel</u></h3>
<h5> The <a href="https://www.flydenver.com/" target="_blank"><u> Denver International Airport </u></a> is served by all major airlines.</br> It is about 45 minutes from Boulder by car. A public bus service (RTD) is available. See <a href="https://www.rtd-denver.com/app/route/AB/schedule" target="_blank"><u>here</u></a>.
</br>
A number of hotel rooms has been blocked at a special group rate on first-come-first-served basis (available until February 18, 2022).</br> Space is limited - please book early! The hotel list is available <a href="https://docs.google.com/document/d/1JReszfsHbSk1inkOCuflo3I2mD5KbUgn/edit?usp=sharing&ouid=105436180085103468047&rtpof=true&sd=true" target="_blank"><u>here</u></a>
<!--
The <a href="https://www.schiphol.nl/en/" target="_blank"><u>Amsterdam (Schiphol) Airport</u></a> is served by all major airlines. It is about 30 minutes from the city center, by train, bus or taxi. See <a href="https://www.schiphol.nl/en/page/transportation-from-schiphol/" target="_blank"><u>here</u></a> for transfer options.
</h6>
</br>
<h3><u>Hotel</u></h3>
<h6> For Hotel registration please click <a href=https://book.raihotelservices.com/CommunityPortal/Registration/MLH19.aspx?registrantID=0ddf8673-f9f5-407c-bd79-a6ee5adc9c28> <u>here</u> </h6></a>
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<h2>Sponsors</h2>
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</section>
<h5></br>If you are interested in sponsoring ML-Helio 2022 you can <a href="./ML-Helio 22 Sponsorship leaflet.pdf"> <font color="#3d6498">download the sponsor prospectus here</font></a>
</h5>
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<a href=https://www.nextgenfed.com/ target="_blank"> <img src="./images/nextgen_logo.png" width=100% align="right" alt="" style="margin:10px 0px 0px 0px" alt="" /></a>
<a href=https://aws.amazon.com// target="_blank"> <img src="./images/AWS_logo_RGB.png" width=100% align="right" alt="" style="margin:10px 0px 0px 0px" alt="" /></a>
<a href=https://www.nsf.gov/ target="_blank"> <img src="./images/nsf_logo.png" width=15% alt="" style="margin:0px 0px 0px 0px" alt="" /></a>
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<a href=https://www.ndns.nl/ target="_blank"><img src="./images/ndns-logo.jpg" width=100% align="left" alt="" style="margin:60px 0px 0px 0px" alt="" /></a>
<a href=https://www.inria.fr/ target="_blank"><img src="./images/logo-inria.jpg" width=50% align="left" alt="" style="margin:50px 0px 0px 130px" alt="" /></a>
<a href=https://www.frontiersin.org/journals/astronomy-and-space-sciences target="_blank"><img src="./images/LOGO_Astronomy_SpaceSciences.png" width=20% align="right" style="margin:-70px 40px 0px 0px" alt="" /></a>
<a href=http://www.springer.com/snas target="_blank"><img src="./images/SN_Applied_Sciences.jpg" width=12% alt="" style="margin:10px 0px 0px 0px" alt="" /></a>
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