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

Presentations

• WELCOME REMARKS

  ORAL

  Nov. 5, 2018, 12:25 PM – Nov. 5, 2018, 12:30 PM

  Presenters

  • J. Luc Peterson

    LLNL

  Authors

  • J. Luc Peterson

    LLNL

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• Reconstruction of fusion plasma state with a Plasma Debugger

  ORAL

  Nov. 5, 2018, 12:30 PM – Nov. 5, 2018, 12:55 PM

  Presenters

  • M. Dikovsky

    Google, LLC, Google Inc.

  Authors

  • M. Dikovsky

    Google, LLC, Google Inc.

  • E. A. Baltz

    Google, LLC, Google, Google Inc.

  • Y. Carmon

    Google Inc.

  • R. Koningstein

    Google Inc.

  • I. Langmore

    Google, LLC, Google Inc.

  • T. Madams

    Google, LLC, Google Inc.

  • P. C. Norgaard

    Google, LLC, Google Inc.

  • J. Platt

    Google Inc.

  • J. Romero

    TAE Technologies Inc., TAE Technologies, Inc, TAE Technologies

  • M.C. C. Thompson

    TAE Technologies, Inc., TAE Technologies

  • E. Trask

    TAE Technologies

  • E. Granstedt

    TAE Technologies

  • H. Gota

    TAE Technologies, Inc., TAE Technologies & the Google/TAE TEAM, Tri Alpha Energy, TAE Technologies

  • R. Mendoza

    TAE Technologies

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• Unsupervised Reinforcement Learning of ALE Mesh Management Strategies for Hohlraum Simulations in HYDRA

  ORAL

  Nov. 5, 2018, 12:55 PM – Nov. 5, 2018, 1:15 PM

  Presenters

  • Jay David Salmonson

    Lawrence Livermore Natl Lab

  Authors

  • Jay David Salmonson

    Lawrence Livermore Natl Lab

  • Han Truong

    Lawrence Livermore Natl Lab

  • Joseph M Koning

    Lawrence Livermore Natl Lab, Lawrence Livermore National Laboratory

  • Jayson Dean Lucius Peterson

    Lawrence Livermore Natl Lab, Lawrence Livermore National Laboratory

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• Development of plasma control algorithm design via machine learning

  ORAL

  Nov. 5, 2018, 1:15 PM – Nov. 5, 2018, 1:35 PM

  Presenters

  • Brian Scott Sammuli

    General Atomics

  Authors

  • Brian Scott Sammuli

    General Atomics

  • Erik Olofsson

    General Atomics

  • David Humphreys

    General Atomics, GA

  • Martin Margo

    General Atomics

  • Mark Kostuk

    General Atomics, General Atomics - San Diego

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• Accelerated predictive models based on TRANSP for scenario optimization and control of NSTX-U

  ORAL

  Nov. 5, 2018, 1:35 PM – Nov. 5, 2018, 1:55 PM

  Presenters

  • Dan D Boyer

    PPPL, Princeton Plasma Phys Lab

  Authors

  • Dan D Boyer

    PPPL, Princeton Plasma Phys Lab

  • Keith Erickson

    Princeton Plasma Phys Lab, PPPL

  • Stanley Martin Kaye

    Princeton Plasma Phys Lab, Princeton University, USA, Princeton Plasma Phys Lab, PPPL

  • Vaish Gajaraj

    PPPL, New York University, New York University

  • Justin Kunimune

    Olin College of Engineering, PPPL, Franklin W Olin College of Engineering

  • Michael Zarnstorff

    Princeton Plasma Phys Lab

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• Scientific Data Services Framework for Plasma Physics

  ORAL

  Nov. 5, 2018, 1:55 PM – Nov. 5, 2018, 2:20 PM

  Presenters

  • Kesheng Wu

    Lawrence Berkeley National Laboratory

  Authors

  • Kesheng Wu

    Lawrence Berkeley National Laboratory

  • Bin Dong

    Lawrence Berkeley National Laboratory

  • Surendra Byna

    Lawrence Berkeley National Laboratory

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• Learning-based predictive models: a new approach to integrating large-scale simulations and experiments

  ORAL

  Nov. 5, 2018, 2:20 PM – Nov. 5, 2018, 2:40 PM

  Presenters

  • Brian K. Spears

    Lawrence Livermore Natl Lab

  Authors

  • Brian K. Spears

    Lawrence Livermore Natl Lab

  • Jayson Dean Lucius Peterson

    Lawrence Livermore Natl Lab, Lawrence Livermore National Laboratory

  • Timo Bremer

    Lawrence Livermore Natl Lab

  • Brian Van Essen

    Lawrence Livermore Natl Lab

  • John E Field

    Lawrence Livermore Natl Lab

  • Peter Robinson

    Lawrence Livermore Natl Lab

  • Jessica Semler

    Lawrence Livermore Natl Lab

  • Bogdan Kustowski

    Lawrence Livermore Natl Lab

  • Jim A Gaffney

    Lawrence Livermore Natl Lab

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• Transfer learning for the calibration of the inertial confinement fusion simulations

  ORAL

  Nov. 5, 2018, 2:40 PM – Nov. 5, 2018, 3:00 PM

  Presenters

  • Bogdan Kustowski

    Lawrence Livermore Natl Lab

  Authors

  • Bogdan Kustowski

    Lawrence Livermore Natl Lab

  • Jim A Gaffney

    Lawrence Livermore Natl Lab

  • Brian K. Spears

    Lawrence Livermore Natl Lab

  • Gemma J. Anderson

    Lawrence Livermore Natl Lab

  • Jayaraman Jayaraman Thiagarajan

    Lawrence Livermore Natl Lab

  • Rushil Anirudh

    Lawrence Livermore Natl Lab

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• Finding structure in large datasets of particle distribution functions using unsupervised machine learning

  ORAL

  Nov. 5, 2018, 3:00 PM – Nov. 5, 2018, 3:20 PM

  Presenters

  • Randy Michael Churchill

    Princeton Plasma Physics Laboratory, Princeton Plasma Phys Lab, Princeton Plasma Physics Laboratory, Princeton, NJ 08543-451, USA

  Authors

  • Randy Michael Churchill

    Princeton Plasma Physics Laboratory, Princeton Plasma Phys Lab, Princeton Plasma Physics Laboratory, Princeton, NJ 08543-451, USA

  • Choong Seock Chang

    Princeton Plasma Physics Laboratory, Princeton Plasma Physics Lab, Princeton Plasma Phys Laboratory, Princeton Plasma Phys Lab, Princeton Plasma Physics Laboratory, Princeton, NJ 08543-451, USA

  • Seung Hoe Ku

    Princeton Plasma Physics Laboratory, Princeton Plasma Phys Lab, Princeton Plasma Physics Laboratory, Princeton, NJ 08543-451, USA

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• Neural-Network accelerated fusion transport simulations for ITER scenario modeling

  ORAL

  Nov. 5, 2018, 3:20 PM – Nov. 5, 2018, 3:40 PM

  Presenters

  • Chieko Sarah Imai

    UCSD, University of California San Diego

  Authors

  • Chieko Sarah Imai

    UCSD, University of California San Diego

  • Orso Meneghini

    General Atomics, General Atomics - San Diego

  • Joseph McClenaghan

    ORAU, General Atomics - San Diego

  • Sterling P Smith

    General Atomics, General Atomics - San Diego, GA

  • Gary M Staebler

    GA, General Atomics - San Diego

  • Alberto Loarte

    ITER Organization, ITER

  View abstract →