Reinforcement Learning for Quantum Metrology via Quantum Control

机译：通过量子控制进行量子计量的强化学习

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We develop reinforcement learning as a tool for classical and quantum control, which we treat in a unified framework. Our reinforcement-learning approach yields robust quantum metrology policies that beat the standard quantum limit.

机译：我们将强化学习开发为经典和量子控制的工具，在统一的框架中对其进行处理。我们的强化学习方法产生了超越标准量子极限的强大的量子计量策略。

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《IEEE Photonics Society Summer Topical Meeting Series》|2018年|163-164|共2页
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Seyed Shakib Vedaie; Pantita Palittapongarnpim; Barry C. Sanders;
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Photonics; Metrology; Mathematical model; Quantum mechanics; Learning (artificial intelligence); Pipelines; Integrated circuit modeling;

机译：光子学;计量学;数学模型;量子力学;学习（人工智能）;管道;集成电路建模;

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专利

1. Incoherent Control of Quantum Systems With Wavefunction-Controllable Subspaces via Quantum Reinforcement Learning [J] . Dong D.Y., Chen C., Tarn T.-J., IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics . 2008,第4期

机译：具有波函数可控子空间的量子系统通过量子强化学习的非相干控制
2. Quantum metrology with full and fast quantum control [J] . Pavel Sekatski, Michalis Skotiniotis, Janek Ko?odyński, Quantum - the open journal for quantum science . 2017,第1期

机译：具有完整和快速的量子控制的量子计量
3. Quantum-enhanced reinforcement learning for control:a preliminary study [J] . Yazhou Hu, Fengzhen Tang, Jun Chen, 控制理论与应用（英文版） . 2021,第004期

机译：Quantum-enhanced reinforcement learning for control:a preliminary study
4. Reinforcement Learning for Quantum Metrology via Quantum Control [C] . Seyed Shakib Vedaie, Pantita Palittapongarnpim, Barry C. Sanders IEEE Photonics Society Summer Topical Meeting Series . 2018

机译：Quantum Control的增强学习
5. Metrology of Quantum Control and Measurement in Superconducting Qubits [D] . Chen, Zijun. 2018

机译：超导量子位的量子控制和测量计量
6. Multiqubit and multilevel quantum reinforcement learning with quantum technologies [O] . F. A. Cárdenas-López, L. Lamata, J. C. Retamal, -1

机译：利用量子技术进行多量子位和多级量子增强学习
7. Quantum control, quantum information processing, and quantum-limited metrology with trapped ions [O] . Wineland, D J, Leibfried, D, Barrett, M D, 2005

机译：捕获离子的量子控制，量子信息处理和量子受限计量

Reinforcement Learning for Quantum Metrology via Quantum Control

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