Autonomous Systems and Control

Presentations

• Autonomous Materials Research and Discovery at the Beamline

  Invited

  March 16, 2021, 11:30 AM – March 16, 2021, 12:06 PM

  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

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• Autonomous Nanocars based on Reinforcement Learning

  ORAL

  March 16, 2021, 12:06 PM – March 16, 2021, 12:18 PM

  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

  March 16, 2021, 12:18 PM – March 16, 2021, 12:54 PM

  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

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

  ORAL

  March 16, 2021, 12:54 PM – March 16, 2021, 1:06 PM

  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

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• Using Reinforcement Learning to Optimize Crystal Structure Determination

  ORAL

  March 16, 2021, 1:06 PM – March 16, 2021, 1:18 PM

  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

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

  Invited

  March 16, 2021, 1:18 PM – March 16, 2021, 1:54 PM

  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

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