<html xmlns:o="urn:schemas-microsoft-com:office:office" xmlns:w="urn:schemas-microsoft-com:office:word" xmlns:m="http://schemas.microsoft.com/office/2004/12/omml" xmlns="http://www.w3.org/TR/REC-html40">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=Windows-1252">
<meta name="Generator" content="Microsoft Word 15 (filtered medium)">
<style><!--
/* Font Definitions */
@font-face
{font-family:"Cambria Math";
panose-1:2 4 5 3 5 4 6 3 2 4;}
@font-face
{font-family:"Malgun Gothic";
panose-1:2 11 5 3 2 0 0 2 0 4;}
@font-face
{font-family:Aptos;
panose-1:2 11 0 4 2 2 2 2 2 4;}
@font-face
{font-family:"\@Malgun Gothic";}
/* Style Definitions */
p.MsoNormal, li.MsoNormal, div.MsoNormal
{margin:0in;
font-size:12.0pt;
font-family:"Aptos",sans-serif;
mso-ligatures:standardcontextual;}
a:link, span.MsoHyperlink
{mso-style-priority:99;
color:#467886;
text-decoration:underline;}
span.EmailStyle17
{mso-style-type:personal-compose;
font-family:"Aptos",sans-serif;
color:windowtext;}
.MsoChpDefault
{mso-style-type:export-only;}
@page WordSection1
{size:8.5in 11.0in;
margin:1.0in 1.0in 1.0in 1.0in;}
div.WordSection1
{page:WordSection1;}
/* List Definitions */
@list l0
{mso-list-id:235937219;
mso-list-template-ids:-766604096;}
@list l1
{mso-list-id:963345788;
mso-list-template-ids:-1434041442;}
ol
{margin-bottom:0in;}
ul
{margin-bottom:0in;}
--></style>
</head>
<body lang="EN-US" link="#467886" vlink="#96607D" style="word-wrap:break-word">
<div class="WordSection1">
<p class="MsoNormal"><span style="font-size:11.0pt">Dear CEDAR colleagues,<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt">We invite you to participate in the ML-GEM challenge storm session at mini-GEM, scheduled for 3:30-5:00pm on Sunday, December 8, at the Westin Washington, DC Downtown, 999 9<sup>th</sup> St NW, Washington,
DC20001. <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"> <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt">Machine Learning-based Geospace Environment Modeling (ML-GEM) is a new resource group selected by the GEM workshop steering committee in 2024. ML-GEM has two primary goals: <o:p></o:p></span></p>
<ol style="margin-top:0in" start="1" type="1">
<li class="MsoNormal" style="mso-list:l1 level1 lfo1"><span style="font-size:11.0pt">Develop an Artificial Intelligence Modeling Framework for Advancing Heliophysics Research (AIMFAHR) by integrating AI efforts across the community<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l1 level1 lfo1"><span style="font-size:11.0pt">Advance system-of-systems science in Sun-Earth interaction through data-driven approaches.<o:p></o:p></span></li></ol>
<p class="MsoNormal"><span style="font-size:11.0pt"> <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt">At this mini-GEM session, we invite AI modelers from various heliophysics domains —from the Sun and solar wind to the dayside, inner, and tail magnetosphere, upper atmosphere, and ground —to present results
on any of the following challenge storms:<o:p></o:p></span></p>
<ol style="margin-top:0in" start="1" type="1">
<li class="MsoNormal" style="mso-list:l0 level1 lfo2"><span style="font-size:11.0pt">January 4, 2023 (minimum Sym-H :-74nT at 09:04UT)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l0 level1 lfo2"><span style="font-size:11.0pt">May 6, 2023 (minimum Sym-H : -108 nT at 05:11 UT)<o:p></o:p></span></li><li class="MsoNormal" style="mso-list:l0 level1 lfo2"><span style="font-size:11.0pt">May 11, 2024 (minimum Sym-H : -518nT at 02:14 UT)<o:p></o:p></span></li></ol>
<p class="MsoNormal"><span style="font-size:11.0pt">Preliminary results are welcome, and while comparison with the observations would be appreciated, they are not required. <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"> <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt">The goal of this mini-GEM session is to lay the groundwork for future ML-GEM storm challenge sessions. We will showcase preliminary results of the challenge storms, discuss potential collaboration, and plan
a more coordinated approach to the AIMFAHR framework. We hope you can contribute to our ML-GEM activities. <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"> <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt">If you are interested, please register your talk by November 29 using the following link:
<a href="https://forms.gle/jG8qKbduXCr3MBxS7">https://forms.gle/jG8qKbduXCr3MBxS7</a>. If you do not feel ready, that’s fine —we will hold an ML-GEM challenge storm session at the next GEM-CEDAR workshop in Iowa, where we would love to see your contribution
there. <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"> <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt">Please note that all mini-GEM attendees, including remote participants, are required to register at
<a href="https://gemworkshop.org/">https://gemworkshop.org/</a>. Registration is FREE. <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"> <o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt">Best regards,<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt">Hyunju Connor, Matt Argall, Xiangning Chu, Bashi Ferdousi, and Valluri Sai Gowtam.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt"><o:p> </o:p></span></p>
<div>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none">Note - If you receive this email on nights and/or weekends, that doesn't mean I expect you to read it or reply at that time. Please read & reply when you can during whatever your working
hours happen to be.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none"> <o:p></o:p></span></p>
<p class="MsoNormal"><b><span style="font-size:11.0pt;mso-ligatures:none">---------------------------------------------------------------</span></b><span style="font-size:11.0pt;mso-ligatures:none"><o:p></o:p></span></p>
<p class="MsoNormal"><b><span style="font-size:11.0pt;mso-ligatures:none">Hyunju Kim Connor (she/her/hers)</span></b><span style="font-size:11.0pt;mso-ligatures:none"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none">Associate Chief on detail
<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none">Space Weather Laboratory, Code 674<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none">NASA Goddard Space Flight Center<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none">Rm. 236, Bldg. 21<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none">8800 Greenbelt RD, Greenbelt, MD 20771, USA<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none">Email : <a href="mailto:Hyunju.k.connor@nasa.gov"><span style="color:#467886">Hyunju.k.connor@nasa.gov</span></a><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;mso-ligatures:none">Tel. : 301-286-7417<o:p></o:p></span></p>
<p class="MsoNormal"><b><span style="font-size:11.0pt;mso-ligatures:none">---------------------------------------------------------------</span></b><span style="font-size:11.0pt;mso-ligatures:none"><o:p></o:p></span></p>
</div>
<p class="MsoNormal"><o:p> </o:p></p>
</div>
</body>
</html>