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作者:

Ha, Mingming (Ha, Mingming.) | Wang, Ding (Wang, Ding.) | Liu, Derong (Liu, Derong.)

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摘要:

In this paper, the versatile value-iteration-based control method, aimed at affine systems with unknown dynamics, is proposed to deal with the optimal tracking control problem. Neural networks are adopted to approximate system dynamics and a novel approach is presented to estimate the steady state control input based on the established identifier. Additionally, two other neural networks, called the critic network and the action network, are used to implement the optimal tracking control algorithm. Finally, based on the proposed method, the tracking controller is designed to control a specific simulation example. It is shown that, for any randomly given initial state vector, the controller is able to make the affine system track the reference trajectory without knowing the system dynamics. © 2020 Technical Committee on Control Theory, Chinese Association of Automation.

关键词:

Controllers Iterative methods Navigation Neural networks System theory

作者机构:

  • [ 1 ] [Ha, Mingming]University of Science and Technology Beijing, School of Automation and Electrical Engineering, Beijing; 100083, China
  • [ 2 ] [Wang, Ding]Beijing University of Technology, Faculty of Information Technology, Beijing; 100124, China
  • [ 3 ] [Liu, Derong]Guangdong University of Technology, School of Automation, Guangzhou; 510006, China

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来源 :

ISSN: 1934-1768

年份: 2020

卷: 2020-July

页码: 1951-1956

语种: 英文

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 4

ESI高被引论文在榜: 0 展开所有

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