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‎_build/html/AITraining/index.html‎

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<li class="toctree-l1 current"><a class="current reference internal" href="#">AI Training Datasets</a><ul>
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<section id="ai-training-datasets">
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<h1>AI Training Datasets<a class="headerlink" href="#ai-training-datasets" title="Permalink to this heading"></a></h1>
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<p>The E3SM project and <a class="reference external" href="https://allenai.org/">Allen Institute for AI (Ai2)</a> have developed several datasets for AI and machine learning applications. These datasets have been postprocessed for ingestion by the <a class="reference external" href="https://github.com/ai2cm/ace?tab=readme-ov-file#ai2-climate-emulator">ACE</a>/<a class="reference external" href="https://github.com/NVlabs/FourCastNet">FourCastNet</a> emulator.</p>
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<h2>Dataset Details<a class="headerlink" href="#dataset-details" title="Permalink to this heading"></a></h2>
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<li><p><strong>EAMv2</strong>: 73-year EAMv2 simulation (F2010, perpetual 2010 forcing, repeating annual SST cycle from 2005-2014 average). 6-hourly outputs. More details see: <a class="reference external" href="https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2024JH000136">Duncan et al. 2024</a></p></li>
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<li><p><strong>EAMv3</strong>: 51-year EAMv3 AMIP-style simulation (1970-2020, F2010 with AMIP SSTs, constant 2010 CO2). Includes multiple ENSO cycles and global warming trend. More details see: <a class="reference external" href="https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2025JH000774">Wu et al. 2025</a></p></li>
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<li><p><strong>E3SMv3</strong>: Coupled pre-industrial and historical training data (coming soon)</p></li>
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<li><p><strong>SCREAMv1</strong>: Simple Cloud-Resolving E3SM Atmosphere Model version 1 training data (coming soon)</p></li>
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