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Neural-network-assisted Boltzmann approach for dilute microswimmer suspensions

Haruki Hayano* and Akira Furukawa†

Kang Kim‡

  • Division of Chemical Engineering, Department of Materials Engineering Science, Graduate School of Engineering Science, The University of Osaka, Toyonaka, Osaka 560-8531, Japan

  • *Contact author: hayano@iis.u-tokyo.ac.jp
  • †Contact author: furu@iis.u-tokyo.ac.jp
  • ‡Contact author: kk@cheng.es.osaka-u.ac.jp

Inferring surface slip in active colloids from flow fields using physics-informed neural networks

Parvin Bayati and Stewart A. Mallory

Phys. Rev. E 114 035413 (2026)

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