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Mini-Conference: Machine Learning in Plasma Sciences I

FOCUS · NM10 · ID: 21926

Presentations

  • Automation and control of laser wakefield accelerators using Bayesian optimization

    ORAL

    –

    Publication: R. J. Shalloo et al., "Automation and control of laser wakefield accelerators using Bayesian optimization", Nat. Comms. 11, 6355 (2020)<br>https://doi.org/10.1038/s41467-020-20245-6

    Presenters

    • Rob Shalloo

      DESY

    Authors

    • Rob Shalloo

      DESY

    • Stephen J Dann

      STFC Central Laser Facility, Central Laser Facility, The Cockcroft Institute

    • Jan-Niclas Gruse

      Imperial College London

    • Christopher Underwood

      University of York

    • Andre F Antoine

      University of Michigan

    • Christopher Arran

      University of York

    • Michael Backhouse

      Imperial College London

    • Christopher Baird

      Rutherford Appleton Lab, Central Laser Facility

    • Mario Balcazar

      University of Michigan

    • Nicholas Bourgeois

      STFC Central Laser Facility, Central Laser Facility, Rutherford Appleton Lab

    • Jason A Cardarelli

      University of Michigan

    • Peter W Hatfield

      University of Oxford

    • Jiwoong Kang

      University of Michigan

    • Karl M Krushelnick

      University of Michigan, Center for Ultra-Fast Optics, University of Michigan, Ann Arbor, Michigan USA, University of Michigan - Ann Arbor, Gérard Mourou Center for Ultrafast Optical Science, University of Michigan, Ann Arbor, Michigan 48109, USA

    • Stuart P.D. Mangles

      Imperial College London

    • Chris D Murphy

      University of York

    • Ning Lu

      University of Michigan

    • Jens Osterhoff

      Deutsches Elektronen-Synchrotron DESY, DESY, Deutsches Elektronen-Synchrotron (DESY)

    • Kristjan Poder

      Deutsches Elektronen-Synchrotron (DESY)

    • Pattathil Rajeev

      Rutherford Appleton Lab, Central Laser Facility

    • Christopher P Ridgers

      University of York

    • Savio V Rozario

      Imperial College London

    • Matthew P Selwood

      University of York

    • Ashwin J Shahani

      University of Michigan

    • Dan R Symes

      STFC Central Laser Facility, Central Laser Facility

    • Alexander G Thomas

      University of Michigan, University of Michigan - Ann Arbor

    • Christopher Thornton

      Central Laser Facility

    • Zulfikar Najmudin

      Imperial College London, Imperial College London, UK

    • Matthew J. V Streeter

      Queen's University Belfast, The Queens University of Belfast, The Cockcroft Institute

    View abstract →

  • Data-driven modelling of laser-plasma experiments enabled by large datasets.

    ORAL

    –

    Presenters

    • Andre F Antoine

      University of Michigan

    Authors

    • Andre F Antoine

      University of Michigan

    • Alexander G Thomas

      University of Michigan, University of Michigan - Ann Arbor

    • Jason A Cardarelli

      University of Michigan

    • Matthew J. V Streeter

      Queen's University Belfast, The Queens University of Belfast, The Cockcroft Institute

    • Chris D Murphy

      University of York

    • Karl M Krushelnick

      University of Michigan, Center for Ultra-Fast Optics, University of Michigan, Ann Arbor, Michigan USA, University of Michigan - Ann Arbor, Gérard Mourou Center for Ultrafast Optical Science, University of Michigan, Ann Arbor, Michigan 48109, USA

    • Christopher Arran

      University of York

    • Stuart P.D. Mangles

      Imperial College London

    • Zulfikar Najmudin

      Imperial College London, Imperial College London, UK

    • Archis Joglekar

      Polymath Research Inc

    • Mario Balcazar

      University of Michigan

    • Peter W Hatfield

      University of Oxford

    • Nicholas Bourgeois

      STFC Central Laser Facility, Central Laser Facility, Rutherford Appleton Lab

    • Stephen J Dann

      STFC Central Laser Facility, Central Laser Facility, The Cockcroft Institute

    • Jan-Niclas Gruse

      Imperial College London

    • Daniel R Symes

      Rutherford Appleton Lab

    • Christopher P Ridgers

      University of York

    • Ashwin J Shahani

      University of Michigan

    • Rob Shalloo

      DESY

    • Savio V Rozario

      Imperial College London

    • Kristjan Poder

      Imperial College London

    • Jens Osterhoff

      Deutsches Elektronen-Synchrotron DESY, DESY, Deutsches Elektronen-Synchrotron (DESY)

    • Matthew P Selwood

      University of York

    • Michael Backhouse

      Imperial College London

    • Christopher Underwood

      University of York

    • Jiwoong Kang

      University of Michigan

    • Pattathil Rajeev

      Rutherford Appleton Lab, Central Laser Facility

    • Christopher Baird

      Rutherford Appleton Lab, Central Laser Facility

    • Ning Lu

      University of Michigan

    View abstract →

  • Optimizing high energy density experimental designs to elucidate complex coupling between physics phenomena for training ML models

    ORAL

    –

    Presenters

    • John L Kline

      Los Alamos Natl Lab, Los Alamos National Laboratory

    Authors

    • John L Kline

      Los Alamos Natl Lab, Los Alamos National Laboratory

    • Michael J Grosskopf

      Los Alamos National Lab, Los Alamos National Laboratory

    • Nelson M Hoffman

      Los Alamos National Laboratory, Los Alamos Natl Lab

    • Bedros B Afeyan

      Polymath Research Inc

    View abstract →

  • Neural Networks for Rapid Analysis of High Repetition Rate Diagnostics

    ORAL

    –

    Publication: D.A. Mariscal, et al., "Design of Flexible Proton Beam Imaging Energy Spectrometers (PROBIES)", Plasma Physics and Controlled Fusion, (submitted)

    Presenters

    • Derek Mariscal

      Lawrence Livermore Natl Lab, Lawrence Livermore National Laboratory

    Authors

    • Derek Mariscal

      Lawrence Livermore Natl Lab, Lawrence Livermore National Laboratory

    View abstract →

  • Improving the plasma science data environment

    ORAL

    –

    Presenters

    • Nicholas Murphy

      Center for Astrophysics | Harvard & Smithsonian, Harvard - Smithsonian Center for Astroph, Center for Astrophysics | Harvard & Smithsonian, US

    Authors

    • Nicholas Murphy

      Center for Astrophysics | Harvard & Smithsonian, Harvard - Smithsonian Center for Astroph, Center for Astrophysics | Harvard & Smithsonian, US

    View abstract →