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作者:

Zhao, Mingming (Zhao, Mingming.) | Wang, Ding (Wang, Ding.) | Qiao, Junfei (Qiao, Junfei.) | Gao, Ning (Gao, Ning.) | Xin, Peng (Xin, Peng.)

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摘要:

This article investigates the stability of the closed-loop system under the iterative control policy generated by various iterative Q-learning algorithms. First, a new stability criterion is developed for the value-iteration-based Q-learning (VIQL) algorithm, which is initialized by a positive semi-definite function. Through this operation, VIQL can provide an initial admissible control policy for the policy-iteration-based Q-learning (PIQL) algorithm. It is emphasized that evolving control policies generated by PIQL can stabilize the controlled system. The numerical result is provided to verify the effectiveness of the present algorithms. © 2023 IEEE.

关键词:

Learning algorithms Iterative methods Stability criteria Dynamic programming Reinforcement learning Closed loop systems

作者机构:

  • [ 1 ] [Zhao, Mingming]Beijing University of Technology, Faculty of Information Technology, Beijing, China
  • [ 2 ] [Wang, Ding]Beijing University of Technology, Faculty of Information Technology, Beijing, China
  • [ 3 ] [Qiao, Junfei]Beijing University of Technology, Faculty of Information Technology, Beijing, China
  • [ 4 ] [Gao, Ning]Beijing University of Technology, Faculty of Information Technology, Beijing, China
  • [ 5 ] [Xin, Peng]Beijing University of Technology, Faculty of Information Technology, Beijing, China

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年份: 2023

页码: 39-43

语种: 英文

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