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Optimal control of quantum thermal machines using machine learning

Ilia Khait1, Juan Carrasquilla2,3, and Dvira Segal1,4,*

  • 1Department of Physics, University of Toronto, 60 Saint George St., Toronto, Ontario M5S 1A7, Canada
  • 2Vector Institute, MaRS Centre, Toronto, Ontario M5G 1M1, Canada
  • 3Department of Physics & Astronomy, University of Waterloo, Waterloo, Ontario N2L 3G1, Canada
  • 4Department of Chemistry and Centre for Quantum Information and Quantum Control, University of Toronto, 80 Saint George St., Toronto, Ontario M5S 3H6, Canada

  • *dvira.segal@utoronto.ca

Quantum Optimal Control: Practical Aspects and Diverse Methods

T. S. Mahesh, Priya Batra, and M. Harshanth Ram

J Indian Inst Sci 103 591 (2023)

Preparing quantum states by measurement-feedback control with Bayesian optimization

Yadong Wu, Juan Yao, and Pengfei Zhang

Front. Phys. 18 61301 (2023)

Dynamical heat engines with non-Markovian reservoirs

Fabio Cavaliere, Matteo Carrega, Giulio De Filippis, Vittorio Cataudella, Giuliano Benenti, and Maura Sassetti

Phys. Rev. Research 4 033233 (2022)

Optimal finite-time heat engines under constrained control

Zhuolin Ye, Federico Cerisola, Paolo Abiuso, Janet Anders, Martí Perarnau-Llobet, and Viktor Holubec

Phys. Rev. Research 4 043130 (2022)

Optimal control in disordered quantum systems

Luuk Coopmans, Steve Campbell, Gabriele De Chiara, and Anthony Kiely

Phys. Rev. Research 4 043138 (2022)

Optimization of asymmetric quantum Otto engine cycles

Rahul Shastri and B. Prasanna Venkatesh

Phys. Rev. E 106 024123 (2022)

Finite-volume pionless effective field theory for few-nucleon systems with differentiable programming

Xiangkai Sun, William Detmold, Di Luo, and Phiala E. Shanahan

Phys. Rev. D 105 074508 (2022)

Bayesian learning for optimal control of quantum many-body states in optical lattices

Yan-Jun Xie, Han-Ning Dai, Zhen-Sheng Yuan, Youjin Deng, Xiaopeng Li, Yu-Ao Chen, and Jian-Wei Pan

Phys. Rev. A 106 013316 (2022)

Optimizing continuous dynamical decoupling with machine learning

Miao Cai and Keyu Xia

Phys. Rev. A 106 042434 (2022)

Quantum optimal control in quantum technologies. Strategic report on current status, visions and goals for research in Europe

Christiane P. Koch, Ugo Boscain, Tommaso Calarco, Gunther Dirr, Stefan Filipp, Steffen J. Glaser, Ronnie Kosloff, Simone Montangero, Thomas Schulte-Herbrüggen, Dominique Sugny, and Frank K. Wilhelm

EPJ Quantum Technol. 9 19 (2022)

Bath Engineering Enhanced Quantum Critical Engines

Revathy B.S, Victor Mukherjee, and Uma Divakaran

Entropy 24 1458 (2022)

Recommender System Expedited Quantum Control Optimization

Priya Batra, M. Harshanth Ram, and T. S. Mahesh

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