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A13.2 - Computational Advances in Electron Microscopy

Wednesday, July 26, 2023
10:30 AM – 12:00 PM US CST
Location: M100B

Presentations:

  • 10:30 AM – 10:45 AM US CST
    Convolution Neural Networks and Position Averaged Convergent Beam Electron Diffraction for Determining the Structure of 2D Materials

    Presenting Author: Andrew Yankovich, Ph.D. – Chalmers University of Technology

    Co-Author: Magnus Röding – RISE Research Institutes of Sweden, Bioeconomy and Health, Agriculture and Food

    Co-Author: Victor Wåhlstrand Skärström – Department of Electrical Engineering, Chalmers University of Technology

    Co-Author: Alok Ranjan, PhD – Chalmers University of Technology

    Co-Author: Eva Olsson, Ph.D. – Chalmers University of Technology

  • 10:45 AM – 11:00 AM US CST
    Atomic Scale Cluster Finding using GIS-Inspired Spatial Statistics

    Presenting Author: Charles Evans (he/him/his) – Carnegie Mellon University

    Co-Author: Elizabeth Dickey (she/her/hers) – Carnegie Mellon University

  • 11:00 AM – 11:15 AM US CST
    How to Create Small but Useful Neural Networks

    Presenting Author: Alexander M Rakowski – NCEM, LBNL

    Co-Author: Benjamin H. Savitzky, PhD (he/they) – NCEM, LBNL

    Co-Author: Matthew L Henderson – LBNL

    Co-Author: Shreyas Cholia – LBL

    Co-Author: Maria KY Chan – Argonne National Laboratory

    Co-Author: Colin Ophus, Ph.D – NCEM, Molecular Foundry, LBNL

  • 11:15 AM – 11:30 AM US CST
    Random Forest Prediction of Crystal Structure from Diffraction Patterns

    Presenting Author: Samuel P. Gleason (he/him/his) – UC Berkeley

    Co-Author: Alexander M Rakowski – NCEM, LBNL

    Co-Author: Jim Ciston, Ph.D (he/him/his) – Lawrence Berkeley National Laboratory, Molecular Foundry

    Co-Author: Colin Ophus, Ph.D – NCEM, Molecular Foundry, LBNL

  • 11:30 AM – 12:00 PM US CST
    Post-Experiment Forensics and Human-in-the-Loop Interventions in Explainable Autonomous Scanning Transmission Electron Microscopy

    Presenting Author: Sergei V. Kalinin – University of Tennessee

    Co-Author: Rama Vasudevan – Oak Ridge National Laboratory

    Co-Author: Maxim Ziatdinov – Oak Ridge National Lab

    Co-Author: Kevin M. Roccapriore – Oak Ridge National Laboratory