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

Presentations

• Temporal-spatial sparse coding for X-ray image analysis and interpretation

  ORAL

  Nov. 6, 2018, 9:30 AM – Nov. 6, 2018, 9:55 AM

  Presenters

  • Oleksandr Iaroshenko

    • Los Alamos Natl Lab, Los Alamos Natl Lab

  Authors

  • Oleksandr Iaroshenko

    • Los Alamos Natl Lab, Los Alamos Natl Lab

  • Garrett Kenyon

    • Los Alamos Natl Lab

  • Zhehui (Jeph) Wang

    • Los Alamos Natl Lab
    • Los Alamos National Lab
    • Los Alamos National Laboratory

  View abstract →

• Machine learning for direct spectral measurement inversion

  ORAL

  Nov. 6, 2018, 9:55 AM – Nov. 6, 2018, 10:15 AM

  Presenters

  • Mark R Cianciosa

    • Oak Ridge National Lab
    • Oak Ridge National Laboratory

  Authors

  • Mark R Cianciosa

    • Oak Ridge National Lab
    • Oak Ridge National Laboratory

  • Kody Law

    • Manchester University

  • E.H. Henry Martin

    • Oak Ridge National Laboratory
    • Oak Ridge National Lab
    • ORNL

  • Abdullah Zafar

    • North Carolina State University

  • D. L. Green

    • Oak Ridge National Lab
    • Oak Ridge National Laboratory
    • ORNL

  View abstract →

• Parameter inference and model calibration with deep jointly-informed neural networks

  ORAL

  Nov. 6, 2018, 10:15 AM – Nov. 6, 2018, 10:40 AM

  Presenters

  • Kelli D Humbird

    • Lawrence Livermore National Laboratory

  Authors

  • Kelli D Humbird

    • Lawrence Livermore National Laboratory

  • Jayson Dean Lucius Peterson

    • Lawrence Livermore Natl Lab
    • Lawrence Livermore National Laboratory

  • Ryan McClarren

    • University of Notre Dame

  • Jay David Salmonson

    • Lawrence Livermore Natl Lab

  • Joseph M Koning

    • Lawrence Livermore Natl Lab
    • Lawrence Livermore National Laboratory

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• VITALS: Surrogate Models and Genetic Algorithms to Accelerate Transport Model Validation

  ORAL

  Nov. 6, 2018, 10:40 AM – Nov. 6, 2018, 11:00 AM

  Presenters

  • Pablo Rodriguez Fernandez

    • Massachusetts Inst of Tech-MIT

  Authors

  • Pablo Rodriguez Fernandez

    • Massachusetts Inst of Tech-MIT

  • Anne Elisabeth White

    • Massachusetts Inst of Tech-MIT
    • MIT - PSFC
    • MIT

  • Alexander J Creely

    • Massachusetts Inst of Tech-MIT
    • MIT Plasma Science and Fusion Center

  • Martin J Greenwald

    • Massachusetts Inst of Tech-MIT
    • Massachusetts Inst of Tech
    • MIT Plasma Science and Fusion Center
    • MIT - PSFC
    • MIT

  • Nathan T Howard

    • Massachusetts Inst of Tech-MIT
    • MIT Plasma Science and Fusion Center
    • MIT

  • Francesco Sciortino

    • Massachusetts Inst of Tech-MIT

  • John C Wright

    • MIT PSFC
    • Plasma Science and Fusion Center, Massachusetts Institute of Technology
    • Massachusetts Inst of Tech-MIT

  • Clemente Angioni

    • Max-Planck-Institut für Plasmaphysik
    • Max Planck Inst, Garching, Germany
    • Max Planck Inst

  • Jonathan Citrin

    • DIFFER - Dutch Institute for Fundamental Energy Research, Eindhoven, Netherlands
    • FOM Institute DIFFER

  • Emiliano Fable

    • Max Planck Inst
    • Max-Planck-Institut für Plasmaphysik

  • Simon James Freethy

    • Max Planck Inst, Massachusetts Inst of Tech-MIT
    • Max-Planck-Institut für Plasmaphysik, Massachusetts Inst of Tech-MIT

  • Gary M Staebler

    • GA
    • General Atomics - San Diego

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• Application of genetic algorithms to multi-objective data analysis in plasma x-ray spectroscopy

  ORAL

  Nov. 6, 2018, 11:00 AM – Nov. 6, 2018, 11:20 AM

  Presenters

  • Roberto Claudio Mancini

    • Univ of Nevada - Reno
    • University of Nevada - Reno
    • Physics Department, University of Nevada, Reno, Nevada

  Authors

  • Roberto Claudio Mancini

    • Univ of Nevada - Reno
    • University of Nevada - Reno
    • Physics Department, University of Nevada, Reno, Nevada

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• PANEL DISCUSSION

  ORAL

  Nov. 6, 2018, 11:20 AM – Nov. 6, 2018, 12:20 PM

  Presenters

  • Michael Dikovsky

    • Google Inc.

  Authors

  • Michael Dikovsky

    • Google Inc.

  • Robert Granetz

    • MIT

  • Alessandro Pau

    • University of Cagliari

  • Brian Sammuli

    • LLNL
    • General Atomics

  • David Smith

    • University of Wisconsin

  • Brian Sammuli

    • LLNL
    • General Atomics

  View abstract →