V: Machine Learning in Physics

ORAL · EE02 · ID: 1086597

Presentations

  • ORAL

    –

    Publication: Shenglin Huang, Zequn He, Bryan Chem and Celia Reina. "Variational Onsager Neural Networks (VONNs): A thermodynamics-based variational learning strategy for non-equilibrium PDEs." Journal of the Mechanics and Physics of Solids 163 (2022): 104856.

    Presenters

    • Shenglin Huang

      • University of Pennsylvania

    Authors

    • Shenglin Huang

      • University of Pennsylvania

    • Zequn He

      • University of Pennsylvania

    • Bryan Chem

      • University of Pennsylvania

    • Celia Reina

      • University of Pennsylvania

    View abstract →

  • ORAL

    –

    Publication: "Extracting Dynamical Models from Data"
    https://arxiv.org/abs/2110.06917

    "Constants of Motion from Data for Conservative and Dissipative Dynamics"
    (document in preparation)

    Presenters

    • Michael F Zimmer

      • Neomath, Inc

    Authors

    • Michael F Zimmer

      • Neomath, Inc

    View abstract →

  • ORAL

    –

    Presenters

    • Mariana A Fazio

      • University of Strathclyde

    Authors

    • Mariana A Fazio

      • University of Strathclyde

    • Kieran Craig

      • University of Strathclyde

    • Marwa Ben Yaala

      • University of Strathclyde

    • Bethany McCrindle

      • University of Strathclyde

    • Chalisa Gier

      • University of Strathclyde

    • Callum Wiseman

      • University of Strathclyde

    • Stuart Reid

      • University of Strathclyde

    View abstract →

  • ORAL

    –

    Publication: Manuscript in preparation.

    Presenters

    • Timothy Liao

      • University of Texas at Austin

    Authors

    • Timothy Liao

      • University of Texas at Austin

    • Weiyi Xia

      • Ames Laboratory
      • Iowa State University

    • Masahiro Sakurai

      • Univ of Tokyo-Kashiwanoha

    • Renhai Wang

      • Guangdong University of Technology

    • Chao Zhang

      • Yantai University

    • Huaijun Sun

      • Zhejiang A & F University
      • Zhejiang A&F University
      • Zhejiang Agriculture and Forestry University

    • Kai-Ming Ho

      • Iowa State University
      • Ames National Laboratory

    • Cai-Zhuang Wang

      • Ames Laboratory
      • Iowa State University
      • Ames National Laboratory

    • James R Chelikowsky

      • University of Texas at Austin

    View abstract →

  • ORAL

    –

    Publication: [1] M. Wilkinson et al. Sci. Data. 3, 160018 (2016)
    [2] C. Draxl, M. Scheffler, MRS Bull. 43, 676-682 (2018)
    [3] A. Leitherer, A. Ziletti and L. M. Ghiringhelli. Nat. Commun. 12, 6234 (2021)
    [4] T. Meiners, T. Frolov, R.E. Rudd, et al. Nature 579, 375–378 (2020)
    [5] Y. Yang et al. Nature 592, 60 (2021)

    Presenters

    • Andreas Leitherer

      • NOMAD Laboratory at the FHI of the Max-Planck-Gesellschaft and IRIS-Adlershof of the Humboldt-Universität zu Berlin

    Authors

    • Andreas Leitherer

      • NOMAD Laboratory at the FHI of the Max-Planck-Gesellschaft and IRIS-Adlershof of the Humboldt-Universität zu Berlin

    • Angelo Ziletti

      • NOMAD Laboratory at the FHI of the Max-Planck-Gesellschaft and IRIS-Adlershof of the Humboldt-Universität zu Berlin

    • Christian H Liebscher

      • Max-Planck-Institut für Eisenforschung

    • Timofey Frolov

      • Lawrence Livermore National Laboratory

    • Luca M Ghiringhelli

      • 1. The NOMAD Laboratory at the FHI-MPG and IRIS-Adlershof of HU, Berlin, Germany 2. Physics Department and IRIS-Adlershof of HU, Berlin, Germany
      • Physics Department and IRIS-Adlershof of HU, Berlin, Germany and The NOMAD Laboratory at the FHI-MPG and HU, Berlin, Germany
      • NOMAD Laboratory at the FHI of the Max-Planck-Gesellschaft and IRIS-Adlershof of the Humboldt-Universität (HU) zu Berlin; Physics Department and IRIS-Adlershof of HU zu Berlin

    View abstract →

  • ORAL

    –

    Presenters

    • Ridwan Sakidja

      • Missouri State University
      • Physics, Astronomy and Materials Science, Missouri State University

    Authors

    • Ridwan Sakidja

      • Missouri State University
      • Physics, Astronomy and Materials Science, Missouri State University

    • Hendra Hermawan

      • Laval University

    • Ayoub Tanji

      • Laval University

    • Peter K Liaw

      • The University of Tennessee

    • Xuesong Fan

      • The University of Tennessee

    View abstract →

  • ORAL

    –

    Presenters

    • Richard A Messerly

      • Los Alamos National Laboratory

    Authors

    • Richard A Messerly

      • Los Alamos National Laboratory

    • Leidy Lorena Alzate Vargas

      • Los Alamos National Laboratory

    • Roxanne M Tutchton

      • Los Alamos National Laboratory

    • Michael Cooper

      • Los Alamos National Laboratory

    • Sergei Tretiak

      • Los Alamos National Laboratory
      • Los Alamos National Lab

    • Tammie Gibson

      • Los Alamos National Lab
      • Los Alamos National Laboratory

    View abstract →