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Author:

Wang, Ding (Wang, Ding.) (Scholars:王鼎) | Ha, Mingming (Ha, Mingming.) | Cheng, Long (Cheng, Long.)

Indexed by:

EI Scopus SCIE

Abstract:

In this article, a novel neuro-optimal tracking control approach is developed toward discrete-time nonlinear systems. By constructing a new augmented plant, the optimal trajectory tracking design is transformed into an optimal regulation problem. For discrete-time nonlinear dynamics, the steady control input corresponding to the reference trajectory is given. Then, the value-iteration-based tracking control algorithm is provided and the convergence of the value function sequence is established. Therein, the approximation error between the iterative value function and the optimal cost is estimated. The uniformly ultimately bounded stability of the closed-loop system is also discussed in detail. Moreover, the iterative heuristic dynamic programming (HDP) algorithm is implemented by involving the critic and action components, where some new updating rules of the action network are provided. Finally, two examples are used to demonstrate the optimality of the present controller as well as the effectiveness of the proposed method.

Keyword:

uniformly ultimately bounded stability Heuristic algorithms Stability criteria Trajectory tracking value iteration Optimal control Dynamic programming Convergence Adaptive critic design Trajectory discrete-time nonlinear plants neuro-optimal trajectory tracking

Author Community:

  • [ 1 ] [Wang, Ding]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 2 ] [Wang, Ding]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 3 ] [Ha, Mingming]Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
  • [ 4 ] [Cheng, Long]Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
  • [ 5 ] [Cheng, Long]Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100049, Peoples R China

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Source :

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

ISSN: 2162-237X

Year: 2021

Issue: 8

Volume: 34

Page: 4237-4248

1 0 . 4 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:87

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 23

SCOPUS Cited Count: 19

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

Affiliated Colleges:

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