A09.5 - Automation in Microscopy from Image Acquisition to Image Analysis, Data Visualization, and Management

Session Chair(s)

• MZ

  Maxim Ziatdinov

  PNNL, United States

Presentations:

• 8:30 AM - 9:00 AM US EST

  Performance of Machine Learning Models for Detecting Grain Boundaries in Transmission Electron Microscopy Images
  

  Presenting Author: Xing Wang – Ken and Mary Alice Lindquist Department of Nuclear Engineering, Pennsylvania State University

  Co-Author: Aiden Ochoa – Ken and Mary Alice Lindquist Department of Nuclear Engineering, Pennsylvania State University

  Co-Author: Xinyuan Xu – Ken and Mary Alice Lindquist Department of Nuclear Engineering, Pennsylvania State University
• 9:00 AM - 9:15 AM US EST

  Neural Network Models Towards Space Group Determination Using Dynamically Simulated EBSD and TKD Patterns
  

  Presenting Author: Alfred Yan – Northwestern University

  Co-Author: Muhammed Nur Talha Kilic – Northwestern University

  Co-Author: Ankit Agrawal – Northwestern University

  Co-Author: Roberto dos Reis, PhD (he/him/his) – Department of Materials Sciences and Engineering, Northwestern University

  Co-Author: Vinayak Dravid, Ph.D (he/him/his) – Department of Materials Sciences and Engineering, Northwestern University
• 9:15 AM - 9:30 AM US EST

  Quantitative electron microscopy of zeolites using aberration corrected (S)TEM and machine learning
  

  Presenting Author: Tahmid Choudhury – University of Oxford

  Co-Author: Huang Huang, Ph. D – University of Oxford

  Co-Author: Aakash Varambhia, Ph. D – Johnson Matthey

  Co-Author: Alessandro Turrina, Ph. D – Johnson Matthey

  Co-Author: Mervyn Shannon, Ph. D – University of St Andrews

  Co-Author: Dogan Ozkaya, Ph. D – Johnson Matthey

  Co-Author: Angus I. Kirkland, Ph.D (he/him/his) – University of Oxford
• 9:30 AM - 9:45 AM US EST

  Automated Defect Detection in Atomic Resolution STEM Images: A Machine Learning Approach with Variational Convolutional Autoencoders
  

  Presenting Author: Raja Abdul Wahab Ayyubi, Ph.D Student (he/him/his) – University of Illinois at Chicago

  Co-Author: james Buban, Ph.D ; Research Assistant Professor – University of Illinois at Chicago

  Co-Author: Robert Klie, Ph.D – University of Illinois Chicago
• 9:45 AM - 10:00 AM US EST

  Segmenting atomic layers in images of atomically resolved van der Waals bilayers
  

  Presenting Author: Austin Houston – University of Tennessee

  Co-Author: Sumner Harris – Oak Ridge National Lab

  Co-Author: Jordan Hachtel – Oak Ridge National Laboratory

  Co-Author: Yiling Yu – Oak Ridge National Lab

  Co-Author: David Geohegan – Oak Ridge National Lab

  Co-Author: Kai Xiao – Oak Ridge National Laboratory

  Co-Author: Gerd Duscher – University of Tennessee