Machine Learning and Data in Polymer Physics

Presentations

• Autonomous robotic platform (PolyBot) for conjugated polymer processing

  ORAL · Invited

  March 17, 2022, 8:00 AM – March 17, 2022, 8:36 AM

  Publication: https://www.anl.gov/cnm/polybot

  Presenters

  • Jie Xu

    • Argonne National Laboratory

  Authors

  • Jie Xu

    • Argonne National Laboratory

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• New Informatics Tools to Help Make Polymer Data Bigger

  ORAL · Invited

  March 17, 2022, 8:36 AM – March 17, 2022, 9:12 AM

  Presenters

  • Bradley D Olsen

    • Massachusetts Institute of Technology MI
    • Massachusetts Institute of Technology
    • Massachusetts Institute of Technology MIT

  Authors

  • Bradley D Olsen

    • Massachusetts Institute of Technology MI
    • Massachusetts Institute of Technology
    • Massachusetts Institute of Technology MIT

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• MLExchange, bringing machine learning to the beamline

  ORAL · Invited

  March 17, 2022, 9:12 AM – March 17, 2022, 9:48 AM

  Presenters

  • Alexander Hexemer

    • Lawrence Berkeley National Laboratory

  Authors

  • Alexander Hexemer

    • Lawrence Berkeley National Laboratory

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• Improving prediction and understanding with theory aware machine learning

  ORAL · Invited

  March 17, 2022, 9:48 AM – March 17, 2022, 10:24 AM

  Presenters

  • Debra J Audus

    • NIST
    • National Institute of Standards and Tech
    • National Institute of Standards and Technology

  Authors

  • Debra J Audus

    • NIST
    • National Institute of Standards and Tech
    • National Institute of Standards and Technology

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• Data driven approaches to quantifying charge transport in semiconducting systems

  ORAL · Invited

  March 17, 2022, 10:24 AM – March 17, 2022, 11:00 AM

  Presenters

  • Baskar Ganapathysubramanian

    • Iowa State University

  Authors

  • Baskar Ganapathysubramanian

    • Iowa State University

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