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Author:

Wang, Ding (Wang, Ding.) (Scholars:王鼎) | Hu, Lingzhi (Hu, Lingzhi.) | Qiao, Junfei (Qiao, Junfei.)

Indexed by:

EI Scopus SCIE

Abstract:

In this article, an event-based intelligent critic algorithm is developed to address the optimal tracking control problem for a type of discrete-time nonlinear systems. The nonlinear optimal tracking control design is replaced by solving the optimal regulation problem of the error system. Then, the generalized value iteration algorithm is employed to obtain the admissible tracking control law with off-line learning. Next, a novel triggering condition is designed to reduce the update times of the controller and improve the resource utilization. It is emphasized that this triggering condition is established based on the iteration of the time-triggered mechanism. Moreover, in order to realize the cost guarantee of the error system, the real cost function is proved to possess a predetermined upper bound. By analysis, it is shown that the error system is asymptotically stable while the tracking error and the sampling signal are uniformly ultimately bounded during the process of training neural networks. Finally, two examples are conducted to demonstrate the effectiveness of the proposed algorithm.

Keyword:

nonlinear systems adaptive critic design generalized value iteration neural networks event-triggered control optimal tracking control

Author Community:

  • [ 1 ] [Wang, Ding]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Hu, Lingzhi]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Qiao, Junfei]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Wang, Ding]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China
  • [ 5 ] [Hu, Lingzhi]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China
  • [ 6 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China
  • [ 7 ] [Wang, Ding]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 8 ] [Hu, Lingzhi]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 9 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 10 ] [Wang, Ding]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China
  • [ 11 ] [Hu, Lingzhi]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China
  • [ 12 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China

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Source :

INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING

ISSN: 0890-6327

Year: 2022

Issue: 12

Volume: 36

Page: 3004-3022

3 . 1

JCR@2022

3 . 1 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:49

JCR Journal Grade:2

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count: 3

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

Affiliated Colleges:

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