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Integral Reinforcement Learning for Optimal Regulation

  • Bosen Lian,
  • Wenqian Xue,
  • Frank L. Lewis,
  • Hamidreza Modares,
  • Bahare Kiumarsi

摘要

Reinforcement learning (RL) has emerged as a powerful tool for designing feedback controllers for continuous-time (CT) dynamical systems. This approach enables the development of adaptive controllers that can learn optimal control solutions in a forward-in-time manner, even in the absence of complete knowledge about the system dynamics.