Learning Force Fields from Stochastic Trajectories

When monitoring the dynamics of stochastic systems, such as interacting particles agitated by thermal noise, disentangling deterministic forces from Brownian motion is challenging. Indeed, we show that there is an information-theoretic bound, the capacity of the system when viewed as a communication...

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Bibliographic Details
Main Authors: Anna Frishman, Pierre Ronceray
Format: Article
Language:English
Published: American Physical Society 2020-04-01
Series:Physical Review X
Online Access:http://doi.org/10.1103/PhysRevX.10.021009