Enabling immersive engagement in energy system models with deep learning

Bugbee Bruce; Bush Brian W.; Gruchalla Kenny; Potter Kristin; Brunhart‐Lupo Nicholas; Krishnan Venkat

摘要

Abstract >Complex ensembles of energy simulation models have become significant components of renewable energy research in recent years. Often the significant computational cost, high‐dimensional structure, and other complexities hinder researchers from fully utilizing these data sources for knowledge building. Researchers at National Renewable Energy Laboratory have developed an immersive visualization workflow to dramatically improve user engagement and analysis capability through a combination of low‐dimensional structure analysis, deep learning, and custom visualization methods. We present case studies for two energy simulation platforms. </abstract> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> <div class="translation abstracttxt"> <span class="zhankaihshouqi fivelineshidden" id="abstract"> <span>机译：</span><Abstract Type =“Main”XML：Lang =“en”> <标题类型=“main”>抽象</ title> <P>能量仿真模型的复杂集合已成为近年来可再生能源研究的重要组成部分。通常，显着的计算成本，高维结构和其他复杂性阻碍研究人员从充分利用这些数据来源进行知识建设。国家可再生能源实验室的研究人员开发了一个沉重的可视化工作流程，通过低维结构分析，深度学习和自定义方法的组合来大大提高用户参与和分析能力。我们为两个能量仿真平台提供案例研究。</ p> </摘要> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> </div> <div class="record"> <h2 class="all_title" id="enpatent33" >著录项</h2> <ul> <li> <span class="lefttit">来源</span> <div style="width: 86%;vertical-align: text-top;display: inline-block;"> <a href='/journal-foreign-28614/'>《Statistical Analysis and Data Mining》</a> <b style="margin: 0 2px;">|</b><span>2019年第4期</span><b style="margin: 0 2px;">|</b><span>共13页</span> </div> </li> <li> <div class="author"> <span class="lefttit">作者</span> <p id="fAuthorthree" class="threelineshidden zhankaihshouqi"> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Bugbee Bruce&option=202" target="_blank" rel="nofollow">Bugbee Bruce;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Bush Brian W.&option=202" target="_blank" rel="nofollow">Bush Brian W.;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Gruchalla Kenny&option=202" target="_blank" rel="nofollow">Gruchalla Kenny;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Potter Kristin&option=202" target="_blank" rel="nofollow">Potter Kristin;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Brunhart‐Lupo Nicholas&option=202" target="_blank" rel="nofollow">Brunhart‐Lupo Nicholas;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Krishnan Venkat&option=202" target="_blank" rel="nofollow">Krishnan Venkat;</a> </p> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zkzz" style="display: none;">展开▼</span> </div> </li> <li> <div style="display: flex;"> <span class="lefttit">作者单位</span> <div style="position: relative;margin-left: 3px;max-width: 639px;"> <div class="threelineshidden zhankaihshouqi" id="fOrgthree"> <p>Computational Sciences CenterNational Renewable Energy LaboratoryGolden Colorado;</p> <p>Strategic Energy Analysis CenterNational Renewable Energy LaboratoryGolden Colorado;</p> <p>Computational Sciences CenterNational Renewable Energy LaboratoryGolden Colorado;</p> <p>Computational Sciences CenterNational Renewable Energy LaboratoryGolden Colorado;</p> <p>Computational Sciences CenterNational Renewable Energy LaboratoryGolden Colorado;</p> <p>Power Systems Engineering CenterNational Renewable Energy LaboratoryGolden Colorado;</p> </div> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zhdw" style="display: none;">展开▼</span> </div> </div> </li> <li > <span class="lefttit">收录信息</span> <span style="width: 86%;vertical-align: text-top;display: inline-block;"></span> </li> <li> <span class="lefttit">原文格式</span> <span>PDF</span> </li> <li> <span class="lefttit">正文语种</span> <span>eng</span> </li> <li> <span class="lefttit">中图分类</span> <span><a href="https://www.zhangqiaokeyan.com/clc/3056.html" title="经济统计学">经济统计学;</a></span> </li> <li class="antistop"> <span class="lefttit">关键词</span> <p style="width: 86%;vertical-align: text-top;"> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=high‐dimensional data&option=203" rel="nofollow">high‐dimensional data;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=interactive visualization&option=203" rel="nofollow">interactive visualization;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=neural networks&option=203" rel="nofollow">neural networks;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=renewable energy&option=203" rel="nofollow">renewable energy;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=t‐SNE&option=203" rel="nofollow">t‐SNE;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Tucker decomposition&option=203" rel="nofollow">Tucker decomposition;</a> </p> <div class="translation"> 机译：高维数据;交互式可视化;神经网络;可再生能源;T-SNE;TUCKER分解; 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