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    <identifier>10.57760/sciencedb.space.00860</identifier>
    <datestamp>2023-07-27T09:37:07Z</datestamp>
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  <dc:date>2023-07-27</dc:date>
  <dc:title>A Modeling Study of &amp;ge;2&amp;thinsp;MeV Electron Fluxes with a 5-minute Resolution Based on LSTM and Transformer Networks</dc:title>
  <dc:identifier>doi:10.57760/sciencedb.space.00860</dc:identifier>
  <dc:language>en</dc:language>
  <dc:description>&amp;middot;&amp;nbsp;Our LSTM and transformer models&amp;nbsp;provide predictions or gap&amp;nbsp;filling&amp;nbsp;of &amp;ge;2 MeV&amp;nbsp;electron flux data at the geostationary&amp;nbsp;orbit.&amp;middot;&amp;nbsp;For the 1-hour, 3-hour, 6-hour, 12-hour, and 1-day&amp;nbsp;prediction models, the transformer models performed better than the LSTM models with different prediction times.&amp;middot;&amp;nbsp;The PE value of &amp;ge;2 MeV&amp;nbsp;electron&amp;nbsp;daily fluences calculated from our transformer model for the 1-day prediction in 2005 is higher than those of other previous models, and there is an improvement in the PE value.</dc:description>
  <dc:subject>LSTM; transformer; GEO; prediction model</dc:subject>
  <dc:creator>Xiaojing Sun</dc:creator>
  <dc:rights>PUBLIC</dc:rights>
  <dc:rights>https://creativecommons.org/publicdomain/zero/1.0/</dc:rights>
  <dc:type>dataset</dc:type>
  <dc:publisher>Science Data Bank</dc:publisher>
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