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...

Full description

Bibliographic Details
Main Authors: Dong-Kyum Kim, Hawoong Jeong
Format: Article
Language:English
Published: American Physical Society 2021-04-01
Series:Physical Review Research
Online Access:http://doi.org/10.1103/PhysRevResearch.3.L022002