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Focus Session: Machine Learning Approaches to Ultrafast Science

FOCUS · X03 · ID: 437829

Presentations

  • Deep neural networks trained with synthetic Hamilton matrices for non-linear photo-ionization spectra from fluctuating pulses

    ORAL · Invited

    –

    Publication: [1] Giri et al., Phys. Rev. Lett., 2020, 124, 113201<br>[2] Giri et al., Faraday Discuss. 2021, 228, 502

    Presenters

    • Jan-Michael M Rost

      Max Planck Institute for the Physics of Complex Systems, Dresden, Max Planck Complex Systems

    Authors

    • Sajal K Giri

      Northwestern University, USA

    • Ulf Saalmann

      Max Planck Institute for the Physics of Complex Systems, Dresden

    • Jan-Michael M Rost

      Max Planck Institute for the Physics of Complex Systems, Dresden, Max Planck Complex Systems

    View abstract →

  • Bayesian inferencing and deterministic anisotropy for molecular geometry retrieval in gas phase diffraction experiments

    ORAL

    –

    Presenters

    • Kareem Hegazy

      Stanford Univ, Stanford Univ; Stanford PULSE Institute, SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    Authors

    • Kareem Hegazy

      Stanford Univ, Stanford Univ; Stanford PULSE Institute, SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    • Varun S Makhija

      Univ of Mary Washington

    • Philip H Bucksbaum

      Stanford Univ, Department of Applied Physics, Stanford University, Department of Physics, Stanford University; Department of Applied Physics, Stanford University; Stanford PULSE Institute, SLAC National Lab, Stanford University

    • Jeff Corbett

      SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    • James P Cryan

      SLAC National Lab, LCLS, SLAC National Accelerator Laboratory, Menlo Park, CA, USA, Stanford PULSE Institute, SLAC National Lab; LCLS, SLAC National Lab, SLAC National Accelerator Laboratory

    • Markus Guehr

      Universität Potsdam, Institut fur Physik and Astronomie, Universitat Potsdam, Potsdam, 14476 Germany

    • Nick Hartmann

      Linac Coherent Light Source, SLAC National Accelerator Laboratory, Menlo Park, California 94025, USA

    • Markus Ilchen

      Deutsches Elektronen-Synchrotron DESY, European XFEL, Holzkoppel 4, 22869 Schenefeld, Germany, DESY, Eu XFEL

    • Keith Jobe

      SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    • Renkai Li

      Department of Engineering Physics, Tsinghua University, Beijing 100084, China

    • Igor Makasyuk

      SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    • Xiaozhe Shen

      SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    • Theodore Vecchione

      SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    • Xijie Wang

      SLAC National Lab, SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    • Stephen Weathersby

      SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    • Jie Yang

      Tsinghua University, Department of Engineering Physics, Tsinghua University, Beijing 100084, China

    • Ryan Coffee

      SLAC National Accelerator Laboratory, 2575 Sand Hill Road, Menlo Park, California 94025, USA

    View abstract →

  • Imaging a complex molecular structure with laser-induced electron diffraction and machine learning

    ORAL

    –

    Publication: X. Liu et al. "Machine learning for laser-induced electron diffraction imaging of molecular structures", Comm. Chem. 4, 154 (2021)

    Presenters

    • Katharina Chirvi

      ICFO - Institut de Ciencies Fotoniques

    Authors

    • Xinyao Liu

      ICFO - Institut de Ciencies Fotoniques

    • Kasra Amini

      ICFO - Institut de Ciencies Fotoniques

    • Aurelien Sanchez

      ICFO - Institut de Ciencies Fotoniques

    • Blanca Belsa

      ICFO-Institut de Ciencies Fotoniques

    • Tobias Steinle

      ICFO - Institut de Ciencies Fotoniques

    • Katharina Chirvi

      ICFO - Institut de Ciencies Fotoniques

    • Jens Biegert

      ICFO - Institut de Ciencies Fotoniques, ICREA, ICFO-The Institute of Photonic Sciences

    View abstract →

  • Ghost-imaging enhanced SASE x-ray free-electron laser spectral characterization

    ORAL

    –

    Publication: [1] K. Li, J. Laksman, T. Mazza, G. Doumy, D. Koulentianos, A. Picchiotti, S. Serkez, N. Rohringer, M. Ilchen, M. Meyer, L. Young, arXiv:2110.10197

    Presenters

    • Kai Li

      University of Chicago

    Authors

    • Kai Li

      University of Chicago

    • Joakim Laksman

      European XFEL

    • Tommaso Mazza

      European XFEL, EuXFEL

    • Gilles Doumy

      Argonne National Laboratory

    • Dimitris Koulentianos

      Argonne National Laboratory

    • Alessandra Picchiotti

      The Hamburg Centre for Ultrafast Imaging

    • Svitovar Serkez

      European xfel

    • Nina R Rohringer

      DESY

    • Markus Ilchen

      Deutsches Elektronen-Synchrotron DESY, European XFEL, Holzkoppel 4, 22869 Schenefeld, Germany, DESY, Eu XFEL

    • Michael Meyer

      European XFEL, EuXFEL, Eu XFEL

    • Linda Young

      Argonne National Laboratory, Argonne Nat'l Lab

    View abstract →

  • Ultrafast Molecular Imaging Using 4-Fold Covariance: Coincidence Insight with Covariance Speed

    ORAL

    –

    Presenters

    • Chuan Cheng

      Stony Brook University, Department of Physics and Astronomy, Stony Brook University

    Authors

    • Chuan Cheng

      Stony Brook University, Department of Physics and Astronomy, Stony Brook University

    • Leszek J Frasinski

      Imperial College London

    • Gönenç Moğol

      Stony Brook University

    • Felix Allum

      Stanford Univ, SLAC National Accelerator Laboratory, Stanford University, Stanford PULSE Institute, SLAC National Lab; LCLS, SLAC National Lab

    • Andrew J Howard

      Stanford Univ, Department of Applied Physics, Stanford University

    • Philip H Bucksbaum

      Stanford Univ, Department of Applied Physics, Stanford University, Department of Physics, Stanford University; Department of Applied Physics, Stanford University; Stanford PULSE Institute, SLAC National Lab, Stanford University

    • Mark Brouard

      University of Oxford

    • Ruaridh Forbes

      SLAC - Natl Accelerator Lab, Stanford PULSE Institute, SLAC National Accelerator Laboratory, Stanford PULSE Institute, SLAC National Lab; LCLS, SLAC National Lab; Department of Physics, Stanford University, SLAC National Accelerator Laboratory

    • Thomas Weinacht

      Stony Brook University, Stony Brook, Department of Physics and Astronomy, Stony Brook University

    View abstract →