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Machine Learning for Small-Scale Fluid Flow and Transport Phenomena

FOCUS · MAR-C64 · ID: 3095787

Presentations

  • Controlling Molecules, Particles and Liquids with Thermofluidics and Reinforcement Learning

    ORAL · Invited

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    Publication: [1] Baffou, G., Cichos, F. & Quidant, R. Applications and challenges of thermoplasmonics. Nat. Mater. 19, 946–958 (2020). <br>[2] Fränzl, M. & Cichos, F. Hydrodynamic manipulation of nano-objects by optically induced thermo-osmotic flows. Nat Commun 13, 656 (2022). <br>[3] Wang, X. & Cichos, F. Harnessing synthetic active particles for physical reservoir computing. Nat. Commun. 15, 774 (2024). <br>

    Presenters

    • Frank Cichos

      Molecular Nanophotonics Group, University Leipzig, Leipzig University

    Authors

    • Diptabrata Paul

      Molecular Nanophotonics Group, Leipzig University

    • Frank Cichos

      Molecular Nanophotonics Group, University Leipzig, Leipzig University

    View abstract →

  • Learning active particle dynamics and hydrodynamics from experimental data

    ORAL · Invited

    –

    Publication: Discovering dynamics and parameters of nonlinear oscillatory and chaotic systems from partial observations<br>G Stepaniants, A D Hastewell, D J Skinner, J F Totz and J Dunkel<br>Phys Rev Research 6: 043062, 2024<br><br>Learning hydrodynamic equations for active matter from particle simulations and experiments<br>R Supekar, B Song, A D Hastewell, G P T Choi, A Mietke and J Dunkel<br>PNAS 120: e2206994120, 2023 <br><br>Learning developmental mode dynamics from single-cell trajectories<br>N Romeo, A D Hastewell, A Mietke and J Dunkel<br>eLife 10: e68679, 2021

    Presenters

    • Jorn Dunkel

      Massachusetts Institute of Technology

    Authors

    • Jorn Dunkel

      Massachusetts Institute of Technology

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  • Using a large language model for training microrobots to swim

    ORAL

    –

    Publication: Z.Xu and L. Zhu, "Training microrobots to swim by a large language model," arXiv preprint arXiv:2402.00044, 2024.

    Presenters

    • ZHUOQUN XU

      National University of Singapore

    Authors

    • ZHUOQUN XU

      National University of Singapore

    • Lailai Zhu

      Natl Univ of Singapore

    View abstract →

  • Chemotactic navigation of a multi-link microrobot using reset-free hierarchical reinforcement learning

    ORAL

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    Publication: Enabling microrobotic chemotaxis via reset-free hierarchical reinforcement learning, arXiv:2408.07346 (2024)

    Presenters

    • Lailai Zhu

      Natl Univ of Singapore

    Authors

    • Lailai Zhu

      Natl Univ of Singapore

    • Tongzhao Xiong

      National University of Singapore

    • Zhaorong Liu

      National University of Singapore

    • Chong Jin Ong

      National University of Singapore

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  • Unsupervised Learning Approach to Wave-Packet Dynamics from Coupled Temporal-Spatial Correlations and Its Generative Extension

    ORAL

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    Publication: Unsupervised learning approach to quantum wave-packet dynamics from coupled temporal-spatial correlations<br>A Baratz, G Cohen, S Refaely-Abramson<br>Physical Review B 110 (13), 134304

    Presenters

    • ADVA BARATZ

      Weizmann Institute of Science

    Authors

    • ADVA BARATZ

      Weizmann Institute of Science

    • Sivan Refaely-Abramson

      Weizmann Institute of Science

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  • "SIMPLE": A data-driven framework for measuring and modeling polymers in complex flows

    ORAL

    –

    Presenters

    • Matthew E Helgeson

      University of California, Santa Barbara

    Authors

    • Matthew E Helgeson

      University of California, Santa Barbara

    • Michael David Graham

      University of Wisconsin - Madison

    • Patrick T Corona

      University of California, Santa Barbara

    • Charles Douglas Young

      Los Alamos National Laboratory (LANL)

    • Anukta Datta

      University of California, Santa Barbara

    View abstract →