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jerrylin96 committed Aug 18, 2023
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Expand Up @@ -255,9 +255,11 @@ <h1>ClimSim<a class="headerlink" href="#climsim" title="Permalink to this headin
<h2>ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators<a class="headerlink" href="#climsim-an-open-large-scale-dataset-for-training-high-resolution-physics-emulators-in-hybrid-multi-scale-climate-simulators" title="Permalink to this heading">#</a></h2>
<p>This repository contains the code necessary to download and preprocess the data, and create, train, and evaluate the baseline models in the paper.</p>
<p><img alt="fig_1" src="_images/fig_1.png" /></p>
<p>Introductory video:</p>
<section id="introductory-video">
<h3>Introductory video:<a class="headerlink" href="#introductory-video" title="Permalink to this heading">#</a></h3>
<p><a class="reference external" href="https://www.youtube.com/watch?v=M3Vz0zR1Auc">https://www.youtube.com/watch?v=M3Vz0zR1Auc</a></p>
<p><a class="reference external" href="https://www.youtube.com/watch?v=M3Vz0zR1Auc"><img alt="Alt text" src="https://img.youtube.com/vi/M3Vz0zR1Auc/0.jpg" /></a></p>
</section>
<section id="dataset-information">
<h3>Dataset Information<a class="headerlink" href="#dataset-information" title="Permalink to this heading">#</a></h3>
<p>Data from multi-scale climate model (E3SM-MMF) simulations were saved at 20-minute intervals for 10 simulated years. Two netCDF files—input and ouput (target)—are produced at each timestep, totaling 525,600 files for each configuration. 3 configurations of E3SM-MMF were run:</p>
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