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Author:

Liu, Ao (Liu, Ao.) | Wang, Ding (Wang, Ding.) (Scholars:王鼎) | He, Yingyun (He, Yingyun.) | Ye, Kai (Ye, Kai.) | Qiao, Junfei (Qiao, Junfei.)

Indexed by:

Scopus SCIE

Abstract:

In this paper, a novel value-iteration-based adaptive critic scheme is developed to address the H-infinity control problem for non-linear non-affine continuous-time (CT) systems with disturbances. Recurrent neural networks are employed to model the non-linear non-affine systems, thereby covering the unknown system dynamics. Based on the transformation of the optimal-robust problem, the H-infinity control issue is established to deal with disturbances. By introducing the accelerated factor, the value-iteration-based adaptive dynamic programming approach is developed to design controllers for non-linear CT systems subject to input constraints. The initial admissible control law is eliminated, which is a tough question for traditional policy iteration. Besides, the speed of the learning process is improved by relying on the accelerated factor. The corresponding convergence of the established method and the stability of the closed-loop system are presented by giving corresponding theorems. Finally, the effectiveness of novel value-iteration-based adaptive critic is validated by conducting two examples.

Keyword:

H-infinity control value iteration adaptive dynamic programming optimal control

Author Community:

  • [ 1 ] [Liu, Ao]Beijing Univ Technol, Sch Informat Sci & Technol, Beijing, Peoples R China
  • [ 2 ] [Wang, Ding]Beijing Univ Technol, Sch Informat Sci & Technol, Beijing, Peoples R China
  • [ 3 ] [He, Yingyun]Beijing Univ Technol, Sch Informat Sci & Technol, Beijing, Peoples R China
  • [ 4 ] [Ye, Kai]Beijing Univ Technol, Sch Informat Sci & Technol, Beijing, Peoples R China
  • [ 5 ] [Qiao, Junfei]Beijing Univ Technol, Sch Informat Sci & Technol, Beijing, Peoples R China
  • [ 6 ] [Liu, Ao]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing, Peoples R China
  • [ 7 ] [Wang, Ding]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing, Peoples R China
  • [ 8 ] [He, Yingyun]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing, Peoples R China
  • [ 9 ] [Ye, Kai]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing, Peoples R China
  • [ 10 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing, Peoples R China
  • [ 11 ] [Liu, Ao]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 12 ] [Wang, Ding]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 13 ] [He, Yingyun]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 14 ] [Ye, Kai]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 15 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 16 ] [Liu, Ao]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China
  • [ 17 ] [Wang, Ding]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China
  • [ 18 ] [He, Yingyun]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China
  • [ 19 ] [Ye, Kai]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China
  • [ 20 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China

Reprint Author's Address:

  • 王鼎

    [Wang, Ding]Beijing Univ Technol, Sch Informat Sci & Technol, Beijing, Peoples R China;;[Wang, Ding]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing, Peoples R China;;[Wang, Ding]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China;;[Wang, Ding]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China

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Source :

INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL

ISSN: 1049-8923

Year: 2025

3 . 9 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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