Bulletin of the American Physical Society

60th Annual Meeting of the APS Division of Plasma Physics

Volume 63, Number 11

Monday–Friday, November 5–9, 2018; Portland, Oregon

Session Index

Session BM10: Mini-Conference on Machine Learning, Data Science, and Artificial Intelligence in Plasma Research I	Show Abstracts
Chair: J. Luc Peterson, Lawrence Livermore National Laboratory Room: OCC C124

Monday, November 5, 2018 9:25AM - 9:30AM		BM10.00001: WELCOME REMARKS J. Luc Peterson
Monday, November 5, 2018 9:30AM - 9:55AM		BM10.00002: Reconstruction of fusion plasma state with a Plasma Debugger M. Dikovsky, E. A. Baltz, Y. Carmon, R. Koningstein, I. Langmore, T. Madams, P. C. Norgaard, J. Platt, J. Romero, M.C. Thompson, E. Trask, E. Granstedt, H. Gota, R. Mendoza
Monday, November 5, 2018 9:55AM - 10:15AM		BM10.00003: Unsupervised Reinforcement Learning of ALE Mesh Management Strategies for Hohlraum Simulations in HYDRA Jay David Salmonson, Han Truong, Joseph M Koning, Jayson Dean Lucius Peterson
Monday, November 5, 2018 10:15AM - 10:35AM		BM10.00004: Development of plasma control algorithm design via machine learning Brian Scott Sammuli, Erik Olofsson, David Humphreys, Martin Margo, Mark Kostuk
Monday, November 5, 2018 10:35AM - 10:55AM		BM10.00005: Accelerated predictive models based on TRANSP for scenario optimization and control of NSTX-U Dan Boyer, Keith Erickson, Stanley Kaye, Vaish Gajaraj, Justin Kunimune, Michael Zarnstorff
Monday, November 5, 2018 10:55AM - 11:20AM		BM10.00006: Scientific Data Services Framework for Plasma Physics Kesheng Wu, Bin Dong, Surendra Byna
Monday, November 5, 2018 11:20AM - 11:40AM		BM10.00007: Learning-based predictive models: a new approach to integrating large-scale simulations and experiments Brian K. Spears, Jayson Dean Lucius Peterson, Timo Bremer, Brian Van Essen, John E Field, Peter Robinson, Jessica Semler, Bogdan Kustowski, Jim A Gaffney
Monday, November 5, 2018 11:40AM - 12:00PM		BM10.00008: Transfer learning for the calibration of the inertial confinement fusion simulations Bogdan Kustowski, Jim A Gaffney, Brian K. Spears, Gemma J. Anderson, Jayaraman Jayaraman Thiagarajan, Rushil Anirudh
Monday, November 5, 2018 12:00PM - 12:20PM		BM10.00009: Finding structure in large datasets of particle distribution functions using unsupervised machine learning Randy Michael Churchill, Choong Seock Chang, Seung Hoe Ku
Monday, November 5, 2018 12:20PM - 12:40PM		BM10.00010: Neural-Network accelerated fusion transport simulations for ITER scenario modeling Chieko Sarah Imai, Orso Meneghini, Joseph McClenaghan, Sterling P Smith, Gary M Staebler, Alberto Loarte

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Bulletin of the American Physical Society

60th Annual Meeting of the APS Division of Plasma Physics

Volume 63, Number 11

Monday–Friday, November 5–9, 2018; Portland, Oregon

Session Index

Session BM10: Mini-Conference on Machine Learning, Data Science, and Artificial Intelligence in Plasma Research I

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