APS March Meeting 2020
Volume 65, Number 1
Monday–Friday, March 2–6, 2020;
Denver, Colorado
Session Index
Session M34: Machine Learning in Nonlinear Physics and Mechanics
Focus Session
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Sponsoring Units: DSOFT GSNP DCOMP
Chair: Shmuel Rubinstein, Harvard University
Room: 506
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M34.00001: Learning the onset of frictional motion
Invited Speaker:
Yohai Bar-Sinai
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M34.00002: Detecting Depinning and Nonequilibrium Transitions with Unsupervised Machine Learning
Danielle McDermott, Cynthia Reichhardt, Charles Reichhardt
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M34.00003: Machine Learning and Benchtop Experiments
Shmuel Rubinstein
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M34.00004: Supervised Autoencoder for Inverse Kirigami Design
Paul Hanakata, Ekin Dogus Cubuk, David K Campbell, Harold S. Park
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M34.00005: Softness Correlations in Low-Temperature Supercooled Liquids
Rahul Chacko, François P Landes, Giulio Biroli, Olivier Dauchot, Andrea Jo-Wei Liu, David Reichman
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M34.00006: Data-driven inference of thermodynamic properties from non-equilibrium stochastic fluctuations
Yoon Jung, Junang Li, Nikta Fakhri
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M34.00007: Inverse learning of material physics through in-situ image data and continuum modeling
Hongbo Zhao, Brian D Storey, Richard Braatz, Martin Bazant
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M34.00008: Using Machine Learning to analyze Defect Annihilation Dynamics in Smectic C films
Matthew Glaser, Eric Minor, Stian Howard, Adam Green, Cheol Park, Noel Anthony Clark
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M34.00009: Experimental Realization of Reservoir Computing with Wave Chaotic Systems
Shukai Ma, Thomas M Antonsen, Edward Ott, Sarthak Chandra, Steven Anlage
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M34.00010: Chaotic source separation solved by a tank of water through invertible generalized synchronization
Zhixin Lu, Jason Kim, Danielle Bassett
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M34.00011: The Dependence of Reservoir Computing on System Parameters
Louis Pecora, Thomas L Carroll
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M34.00012: Reduced network extremal ensemble learning (RenEEL) scheme for community detection in complex networks
Kevin E. Bassler, Jiahao Guo, Pramesh Singh
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M34.00013: Visualizing statistical models in Minkowski space: an analytical coordinate embedding
Han Kheng Teoh, Katherine Quinn, Colin B Clement, Jaron Kent-Dobias, Qingyang Xu, James Patarasp Sethna
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