Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles

被引:73
|
作者
Jia, Xiaowei [1 ]
Willard, Jared [2 ]
Karpatne, Anuj [3 ]
Read, Jordan S. [4 ]
Zwart, Jacob A. [4 ]
Steinbach, Michael [2 ]
Kumar, Vipin [2 ]
机构
[1] Department of Computer Science, University of Pittsburgh, Pittsburgh,PA,15260, United States
[2] Department of Computer Science and Engineering, University of Minnesota, Twin Cities, Minneapolis,MN,55455, United States
[3] Department of Computer Science, Virginia Tech, Blacksburg,VA,24061, United States
[4] U.S. Geological Survey, Middleton,WI,53562, United States
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10.1145/3447814
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