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Drift-reduced Braginskii two-fluid theory has for decades been widely applied to model boundary plasmas with varying success. Towards better understanding edge turbulence in both theory and experiment, we demonstrate that a novel multi-network physics-informed deep learning framework constrained by partial differential equations can accurately learn turbulent fields consistent with the two-fluid theory from partial observations of electron pressure which is not otherwise possible using conventional equilibrium models. This technique presents a novel paradigm for the advanced design of plasma diagnostics and validation of magnetized plasma turbulence theories in challenging thermonuclear environments."}}]},{"typeName":"subject","multiple":true,"typeClass":"controlledVocabulary","value":["Physics"]},{"typeName":"keyword","multiple":true,"typeClass":"compound","value":[{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"edge transport"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"machine learning"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"magnetized plasmas"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"scrape-off layer plasmas"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"two fluid theory"}}]},{"typeName":"notesText","multiple":false,"typeClass":"primitive","value":"<a href=\"http://library.psfc.mit.edu/catalog/reports/2020/21ja/21ja011/abstract.php\">PSFC REPORT PSFC/JA-21-11</a><br /><br />The work is supported by the Natural Sciences and Engineering Research Council of Canada (NSERC) by the doctoral postgraduate scholarship (PGS D), Manson Benedict Fellowship, and the U.S. Department of Energy (DOE) Office of Science under the Fusion Energy Sciences program by contracts DE-SC0014264, DE-FC02-08ER54966, DE-FG02-04ER54742, and DE-AC52-07NA27344."}]}},"files":[{"description":"","label":"21ja011_archival_manuscript.pdf","restricted":false,"version":1,"datasetVersionId":335485,"dataFile":{"id":6706044,"persistentId":"","filename":"21ja011_archival_manuscript.pdf","contentType":"application/pdf","friendlyType":"Adobe 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