Stochastic linear quadratic optimal tracking control for discrete-time systems with delays based on Q-learning algorithm

Stochastic linear quadratic optimal tracking control for discrete-time systems with delays based on Q-learning algorithm

In this paper, a reinforcement Q-learning method based on value iteration (Ⅵ) is proposed for a class of model-free stochastic linear quadratic (SLQ) optimal tracking problem with time delay. Compared with the traditional reinforcement learning method, Q-learning method avoids the need for accurate...

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Bibliographic Details
Main Authors: Xufeng Tan, Yuan Li, Yang Liu
Format: Article
Language:English
Published: AIMS Press 2023-02-01
Series:AIMS Mathematics
Subjects:
reinforcement q-learning
value iterative
model-free
stochastic linear quadratic optimal tracking
time delay
deterministic system
Online Access:https://www.aimspress.com/article/doi/10.3934/math.2023519?viewType=HTML

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https://www.aimspress.com/article/doi/10.3934/math.2023519?viewType=HTML

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