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作者:

Ha, Mingming (Ha, Mingming.) | Wang, Ding (Wang, Ding.) (学者:王鼎) | Liu, Derong (Liu, Derong.)

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摘要:

The core task of tracking control is to make the controlled plant track a desired trajectory. The traditional performance index used in previous studies cannot eliminate completely the tracking error as the number of time steps increases. In this paper, a new cost function is introduced to develop the value-iteration-based adaptive critic framework to solve the tracking control problem. Unlike the regulator problem, the iterative value function of tracking control problem cannot be regarded as a Lyapunov function. A novel stability analysis method is developed to guarantee that the tracking error converges to zero. The discounted iterative scheme under the new cost function for the special case of linear systems is elaborated. Finally, the tracking performance of the present scheme is demonstrated by numerical results and compared with those of the traditional approaches.

关键词:

stability analysis tracking control discrete-time nonlinear systems approximate dynamic programming Adaptive critic design value iteration (VI) reinforcement learning adaptive dynamic programming (ADP)

作者机构:

  • [ 1 ] [Ha, Mingming]Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
  • [ 2 ] [Wang, Ding]Beijing Univ Technol, Fac Informat Technol, Beijing Lab Smart Environm Protect, Beijing Key Lab Computat Intelligence & Intellige, Beijing 100124, Peoples R China
  • [ 3 ] [Wang, Ding]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 4 ] [Liu, Derong]Univ Illinois, Dept Elect & Comp Engn, Chicago, IL 60607 USA

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来源 :

IEEE-CAA JOURNAL OF AUTOMATICA SINICA

ISSN: 2329-9266

年份: 2022

期: 7

卷: 9

页码: 1262-1272

1 1 . 8

JCR@2022

1 1 . 8 0 0

JCR@2022

JCR分区:1

中科院分区:1

被引次数:

WoS核心集被引频次: 95

SCOPUS被引频次: 111

ESI高被引论文在榜: 10 展开所有

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