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

Presentations

• WELCOME REMARKS

  ORAL

  Nov. 5, 2018, 9:25 AM – Nov. 5, 2018, 9:30 AM

  Presenters

  • J. Luc Peterson

    • LLNL

  Authors

  • J. Luc Peterson

    • LLNL

  View abstract →

• Reconstruction of fusion plasma state with a Plasma Debugger

  ORAL

  Nov. 5, 2018, 9:30 AM – Nov. 5, 2018, 9:55 AM

  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, 9:55 AM – Nov. 5, 2018, 10:15 AM

  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, 10:15 AM – Nov. 5, 2018, 10:35 AM

  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, 10:35 AM – Nov. 5, 2018, 10:55 AM

  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

  View abstract →

• Scientific Data Services Framework for Plasma Physics

  ORAL

  Nov. 5, 2018, 10:55 AM – Nov. 5, 2018, 11:20 AM

  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, 11:20 AM – Nov. 5, 2018, 11:40 AM

  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, 11:40 AM – Nov. 5, 2018, 12:00 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, 12:00 PM – Nov. 5, 2018, 12:20 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

  View abstract →

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

  ORAL

  Nov. 5, 2018, 12:20 PM – Nov. 5, 2018, 12:40 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 →