Reinforcement learning for autonomous preparation of Floquet-engineered states: Inverting the quantum Kapitza oscillator

Research paper by Marin Bukov

Indexed on: 21 Dec '18Published on: 17 Dec '18Published in: Physical review. B, Condensed matter and materials physics


Author(s): Marin Bukov I demonstrate the potential of reinforcement learning (RL) to prepare quantum states of strongly periodically driven nonlinear single-particle models. The ability of Q-learning to control systems far away from equilibrium is exhibited by steering the quantum Kapitza oscillator to the Floquet-enginee... [Phys. Rev. B 98, 224305] Published Mon Dec 17, 2018