APS March Meeting 2022
Volume 67, Number 3
Monday–Friday, March 14–18, 2022;
Chicago
Session Index
Session Q09: Predicting Nonlinear and Complex Systems with Machine Learning III
Focus
Recordings Available
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Show Abstracts |
Sponsoring Units: GSNP DSOFT DCOMP
Chair: Ying-Cheng Lai, Arizona State University
Room: McCormick Place W-180
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Wednesday, March 16, 2022
3:00PM - 3:36PM
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Q09.00001: Next-generation reservoir computing
Invited Speaker:
Daniel J Gauthier
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Wednesday, March 16, 2022
3:36PM - 3:48PM
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Q09.00002: Divergent Predictive States: The Statistical Complexity Dimension of Stationary, Ergodic Hidden Markov Processes
Alexandra M Jurgens, James P Crutchfield
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Wednesday, March 16, 2022
3:48PM - 4:00PM
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Q09.00003: Infer dynamics in experimental dusty plasma trajectories by machine learning
Wentao Yu, Justin C Burton
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Wednesday, March 16, 2022
4:00PM - 4:12PM
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Q09.00004: Mechanical memory manipulation using Reinforcement Learning
Laura Michel, Frédéric Lechenault, Théo Jules
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Wednesday, March 16, 2022
4:12PM - 4:24PM
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Q09.00005: Noise, data and time resolution limits for reconstruction of all-atom protein structures from single molecule FRET time series
Maximilian T Topel, Andrew L Ferguson
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Wednesday, March 16, 2022
4:24PM - 4:36PM
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Q09.00006: Novel Deep Learning approaches for Complex Random Telegraph Noise Analysis
Lu Wang, Marcel J Robitaille, HeeBong Yang, Na Young Kim
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Wednesday, March 16, 2022
4:36PM - 4:48PM
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Q09.00007: Modeling a Physical Chaotic System by Measuring its Dynamics in Time using Gradient Descent Algorithms
Roie Ezraty, Shmuel M Rubinstein
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Wednesday, March 16, 2022
4:48PM - 5:00PM
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Q09.00008: Estimating covariant Lyapunov vectors from data
Nahal S Sharafi, Christoph Martin
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Wednesday, March 16, 2022
5:00PM - 5:12PM
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Q09.00009: Mutual information disentangles internal interactions from changing environments
Daniel Maria Busiello, Giorgio Nicoletti
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Wednesday, March 16, 2022
5:12PM - 5:24PM
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Q09.00010: Topological Boundary Constrais in Artificial Colloidal Ice
Carolina Rodríguez-Gallo, Pietro Tierno, Antonio Ortiz-Ambriz
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