Machine Learning for Small-Scale Fluid Flow and Transport Phenomena
FOCUS · MAR-C64 · ID: 3095787
Presentations
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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).
[2] Fränzl, M. & Cichos, F. Hydrodynamic manipulation of nano-objects by optically induced thermo-osmotic flows. Nat Commun 13, 656 (2022).
[3] Wang, X. & Cichos, F. Harnessing synthetic active particles for physical reservoir computing. Nat. Commun. 15, 774 (2024).
Presenters
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Frank Cichos
Molecular Nanophotonics Group, University Leipzig, Leipzig University
Authors
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Diptabrata Paul
Molecular Nanophotonics Group, Leipzig University
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Frank Cichos
Molecular Nanophotonics Group, University Leipzig, Leipzig University
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Learning active particle dynamics and hydrodynamics from experimental data
ORAL · Invited
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Publication: Discovering dynamics and parameters of nonlinear oscillatory and chaotic systems from partial observations
G Stepaniants, A D Hastewell, D J Skinner, J F Totz and J Dunkel
Phys Rev Research 6: 043062, 2024
Learning hydrodynamic equations for active matter from particle simulations and experiments
R Supekar, B Song, A D Hastewell, G P T Choi, A Mietke and J Dunkel
PNAS 120: e2206994120, 2023
Learning developmental mode dynamics from single-cell trajectories
N Romeo, A D Hastewell, A Mietke and J Dunkel
eLife 10: e68679, 2021Presenters
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Jorn Dunkel
Massachusetts Institute of Technology
Authors
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Jorn Dunkel
Massachusetts Institute of Technology
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Using a large language model for training microrobots to swim
ORAL
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Publication: Z.Xu and L. Zhu, "Training microrobots to swim by a large language model," arXiv preprint arXiv:2402.00044, 2024.
Presenters
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ZHUOQUN XU
National University of Singapore
Authors
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ZHUOQUN XU
National University of Singapore
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Lailai Zhu
Natl Univ of Singapore
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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
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Lailai Zhu
Natl Univ of Singapore
Authors
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Lailai Zhu
Natl Univ of Singapore
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Tongzhao Xiong
National University of Singapore
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Zhaorong Liu
National University of Singapore
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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
A Baratz, G Cohen, S Refaely-Abramson
Physical Review B 110 (13), 134304Presenters
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ADVA BARATZ
Weizmann Institute of Science
Authors
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ADVA BARATZ
Weizmann Institute of Science
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Sivan Refaely-Abramson
Weizmann Institute of Science
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Abstract Withdrawn
ORAL Withdrawn
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"SIMPLE": A data-driven framework for measuring and modeling polymers in complex flows
ORAL
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Presenters
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Matthew E Helgeson
University of California, Santa Barbara
Authors
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Matthew E Helgeson
University of California, Santa Barbara
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Michael David Graham
University of Wisconsin - Madison
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Patrick T Corona
University of California, Santa Barbara
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Charles Douglas Young
Los Alamos National Laboratory (LANL)
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Anukta Datta
University of California, Santa Barbara
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Hyper-parameter exploration of patchy particle design for self-limiting assembly
ORAL
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Presenters
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Gregory A Snyder
University of Hawaii at Manoa
Authors
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Gregory A Snyder
University of Hawaii at Manoa
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Chrisy Xiyu Du
University of Hawaii at Manoa
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Abstract Withdrawn
ORAL Withdrawn
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Differentiable Modeling Enabled Autonomous Experimentation for Engineering Soft-matter
ORAL
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Presenters
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Kiran Vaddi
University of Washington
Authors
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Kiran Vaddi
University of Washington
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Huat Thart T Chiang
University of Washington
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Aleksandra Grey
University of Washington
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Lilo Pozzo
University of Washington
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