Autonomous Science and Machine Learning for Polymer Characterization

Presentations

• Hold

  COFFEE_KLATCH · Invited

  March 18, 2025, 8:00 AM – March 18, 2025, 8:36 AM

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• The Future of Autonomous Science

  ORAL · Invited

  March 18, 2025, 8:36 AM – March 18, 2025, 9:12 AM

  Presenters

  • Kevin G Yager

    • Brookhaven National Laboratory (BNL)

  Authors

  • Kevin G Yager

    • Brookhaven National Laboratory (BNL)

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• Accelerated Small Angle Neutron Scattering Algorithm for Polymeric Materials

  ORAL

  March 18, 2025, 9:12 AM – March 18, 2025, 9:24 AM

  Presenters

  • Kexin Dai

    • Massachusetts Institute of Technology

  Authors

  • Kexin Dai

    • Massachusetts Institute of Technology

  • Bradley David Olsen

    • Massachusetts Institute of Technology

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• Concurrent, multi-modal, multi-facility scattering experiments on polymer materials with the Autonomous Formulation Lab

  ORAL

  March 18, 2025, 9:24 AM – March 18, 2025, 9:36 AM

  Presenters

  • Tyler B Martin

    • National Institute of Standards and Technology (NIST)

  Authors

  • Tyler B Martin

    • National Institute of Standards and Technology (NIST)

  • Duncan Sutherland

    • University of Colorado at Boulder
    • National Institute of Standards and Technology (NIST)

  • Peter Beaucage

    • National Institute of Standards and Technology (NIST)

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• Physics-Informed Machine Learning for Predicting SAXS Data of Lyotropic Liquid Crystals using Generative Models

  ORAL

  March 18, 2025, 9:36 AM – March 18, 2025, 9:48 AM

  Presenters

  • Erin C Aldrich

    • Michigan Technological University

  Authors

  • Erin C Aldrich

    • Michigan Technological University

  • Seyed Mostafa Tabatabaei

    • University of Oklahoma

  • Tong Gao

    • Department of Physics, Michigan Technological University
    • Michigan Technological University

  • Issei Nakamura

    • Michigan Technological University
    • Department of Physics, Michigan Technological University

  • Reza Foudazi

    • University of Oklahoma

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• Accessing Higher-Order Structural Information in Semiconducting Polymer GIWAXS Patterns by Predictive Modeling Using GIWAXSPal

  ORAL

  March 18, 2025, 9:48 AM – March 18, 2025, 10:00 AM

  Presenters

  • Alexander Simafranca

    • University of California, Los Angeles

  Authors

  • Alexander Simafranca

    • University of California, Los Angeles

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• Surface Tension Prediction of Polymers Using Machine Learning and Graph Neural Networks

  ORAL

  March 18, 2025, 10:00 AM – March 18, 2025, 10:12 AM

  Presenters

  • Javad Tamnanloo

    • University of Akron

  Authors

  • Javad Tamnanloo

    • University of Akron

  • Abdol Hadi Mokarizadeh

    • University of Akron
    • The University of Akron

  • Farzad Toiserkani

    • University of Akron

  • Hansini Abeysinghe

    • University of Akron

  • Abraham Joy

    • Northeastern University

  • Mesfin Tsige

    • University of Akron

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• Rheo-SINDy: Finding constitutive equations from nonlinear rheological data by sparse identification of nonlinear dynamics

  ORAL

  March 18, 2025, 10:12 AM – March 18, 2025, 10:24 AM

  Publication: T. Sato, S. Miyamoto, and S. Kato, Rheo-SINDy: Finding a constitutive model from rheological data for complex fluids using sparse identification for nonlinear dynamics, J. Rheol., accepted for publication (DOI: 10.1122/8.0000872).

  Presenters

  • Takeshi Sato

    • Advanced Manufacturing Technology Institute, Kanazawa University

  Authors

  • Takeshi Sato

    • Advanced Manufacturing Technology Institute, Kanazawa University

  • Souta Miyamoto

    • Department of Chemical Engineering, Graduate School of Engineering, Kyoto University

  • Shota Kato

    • Graduate School of Informatics, Kyoto University

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• Grand canonical molecular dynamics simulation of surface-initiated polymerization

  ORAL

  March 18, 2025, 10:24 AM – March 18, 2025, 10:36 AM

  Publication: Poudel, B.; Kremer, K. Surface-initiated polymerization via grand canonical molecular dynamics simulations (manuscript in preparation).

  Presenters

  • Bhuwan Poudel

    • Max Planck Institute for Polymer Research

  Authors

  • Bhuwan Poudel

    • Max Planck Institute for Polymer Research

  • Kurt Kremer

    • Max Planck Institute for Polymer Research

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• Abstract Withdrawn

  ORAL · Withdrawn

  March 18, 2025, 10:36 AM – March 18, 2025, 10:48 AM

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