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Autonomous Systems and Control

FOCUS · F60 · ID: 381707

Presentations

  • Autonomous Materials Research and Discovery at the Beamline

    Invited

    –

    Presenters

    • Aaron Kusne

      National Institute of Standards and Technology, University of Maryland, College Park

    Authors

    • Aaron Kusne

      National Institute of Standards and Technology, University of Maryland, College Park

    • Austin McDannald

      National Institute of Standards and Technology

    • Brian DeCost

      National Institute of Standards and Technology

    • Apurva Mehta

      Stanford Synchrotron Radiation Lightsource, SLAC National Accelerator Laboratory, Stanford Synchrotron Radiation Lightsource, Stanford Synchrotron Radiation Lightsource, Menlo Park, CA, US, academic/physics, Stanford Synchrotron Radiation Lightsource

    • Ichiro Takeuchi

      University of Maryland, College Park, Department of Materials Science, University of Maryland, Department of Materials Science and Engineering, University of Maryland

    View abstract →

  • Autonomous Nanocars based on Reinforcement Learning

    ORAL

    –

    Presenters

    • Bernhard R. Ramsauer

      Institute of Solid State Physics, Graz University of Technology

    Authors

    • Bernhard R. Ramsauer

      Institute of Solid State Physics, Graz University of Technology

    • Oliver T. Hofmann

      Institute of Solid State Physics, Graz University of Technology, Graz Univ of Technology

    • Grant J. Simpson

      Institut of Chemistry, Graz University

    • Leonhard Grill

      Institut of Chemistry, Graz University

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  • Machine Learning and Reinforcement Learning for Automated Experimentation and Materials Synthesis

    Invited

    –

    Presenters

    • Rama Vasudevan

      Oak Ridge National Laboratory

    Authors

    • Rama Vasudevan

      Oak Ridge National Laboratory

    • Stephen Jesse

      University of Tennessee, Oak Ridge National Laboratory

    • Maxim Ziatdinov

      Oak Ridge National Lab, Oak Ridge National Laboratory

    • Kyle Kelley

      Oak Ridge National Laboratory

    • Hiroshi Funakubo

      Department of Material Science and Engineering, Tokyo Institute of Technology

    • Ayana Ghosh

      Oak Ridge National Laboratory

    • Sergei Kalinin

      Oak Ridge National Lab, Oak Ridge National Laboratory

    View abstract →

  • SciAI for Grain Mapping with Electron Backscatter Diffraction: Leveraging Physics-Based Constraints and Uncertainty Propagation

    ORAL

    –

    Presenters

    • Austin McDannald

      National Institute of Standards and Technology

    Authors

    • Austin McDannald

      National Institute of Standards and Technology

    • Gregory S. Rohrer

      Department of Materials Science and Engineering, Carnegie Mellon University

    • Amit K. Verma

      Department of Materials Science and Engineering, Carnegie Mellon University

    • Sukbin Lee

      Ulsan National Institute of Science and Technology

    • Aaron Kusne

      National Institute of Standards and Technology, University of Maryland, College Park

    View abstract →

  • Using Reinforcement Learning to Optimize Crystal Structure Determination

    ORAL

    –

    Presenters

    • William Ratcliff

      National Institute of Standards and Technology, NIST Center for Neutron Research

    Authors

    • William Ratcliff

      National Institute of Standards and Technology, NIST Center for Neutron Research

    • Paul Kienzle

      National Institute of Standards and Technology

    • Kate Meuse

      Cornell

    • Jessica Opsahl-Ong

      Rice University

    • Ryan Cho

      Princeton

    • Joseph Rath

      Rowan University

    • Abigail Wilson

      Tufts University

    • Telon Yan

      University of Maryland

    View abstract →

  • <i>Active learning of Bayesian force fields at quantum accuracy for fast molecular dynamics simulations of rare events.</i>

    Invited

    –

    Presenters

    • Boris Kozinsky

      Harvard University, John A. Paulson School of Engineering and Applied Sciences, Harvard University, School of Engineering & Applied Sciences, Harvard University

    Authors

    • Boris Kozinsky

      Harvard University, John A. Paulson School of Engineering and Applied Sciences, Harvard University, School of Engineering & Applied Sciences, Harvard University

    View abstract →