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Deep reinforcement learning for feedback control in a collective flashing ratchet

Dong-Kyum Kim1 and Hawoong Jeong1,2,*

  • 1Department of Physics, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea
  • 2Center for Complex Systems, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea

  • *hjeong@kaist.edu

Interpretable and efficient data-driven discovery and control of distributed systems

Florian Wolf, Nicolò Botteghi, Urban Fasel, and Andrea Manzoni

DCE 6 e51 (2025)

Markovian description of a wide class of feedback-controlled systems: application to the feedback flashing ratchet

Natalia Ruiz-Pino and Antonio Prados

J. Stat. Mech. 2024 083204 (2024)

Demon in the Machine: Learning to Extract Work and Absorb Entropy from Fluctuating Nanosystems

Stephen Whitelam

Phys. Rev. X 13 021005 (2023)

Optimizing measurement-based cooling by reinforcement learning

Jia-shun Yan and Jun Jing

Phys. Rev. A 106 033124 (2022)

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