Deep reinforcement learning for feedback control in a collective flashing ratchet
A collective flashing ratchet transports Brownian particles using a spatially periodic, asymmetric, and time-dependent on-off switchable potential. The net current of the particles in this system can be substantially increased by feedback control based on the particle positions. Several feedback pol...
Main Authors: | , |
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Format: | Article |
Language: | English |
Published: |
American Physical Society
2021-04-01
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Series: | Physical Review Research |
Online Access: | http://doi.org/10.1103/PhysRevResearch.3.L022002 |