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Author:

Wang, Ding (Wang, Ding.) (Scholars:王鼎) | Wu, Junlong (Wu, Junlong.) | Ren, Jin (Ren, Jin.) | Xin, Peng (Xin, Peng.) | Qiao, Junfei (Qiao, Junfei.)

Indexed by:

EI Scopus SCIE

Abstract:

In this thesis, we construct improved value iteration (VI) and online VI structures, in a bid to tackle the optimal tracking control problem for discrete-time nonlinear systems. Note that asymmetric control restraints and the discount factor are considered. First, related properties are discussed for novel VI, involving the monotonicity of the iterative cost function sequence and the admissibility of the iterative tracking control policy. Second, the stability condition for the discount factor is provided to ensure the stability of all iterative tracking control policies, which are created by stabilizing VI. Third, by combining novel VI and stabilizing VI, an improved VI algorithm is developed, where iterative cost function sequences are monotonically nondecreasing and nonincreasing during novel VI and stabilizing VI stages, respectively. Fourth, with the appropriate discount factor, an online VI algorithm is proposed by integrating the attraction domain with improved VI. Also, under the online VI structure, the asymptotic stability proof is performed for the tracking error system. Finally, regarding theoretical contributions are illustrated by a simulation case.

Keyword:

constrained systems online value iteration (VI) stability proof attraction domain discounted optimal tracking control Index Terms-Actor-critic

Author Community:

  • [ 1 ] [Wang, Ding]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 2 ] [Wu, Junlong]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 3 ] [Ren, Jin]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 4 ] [Xin, Peng]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 5 ] [Qiao, Junfei]Beijing Univ Technol, Fac Informat Technol, Beijing Key Lab Computat Intelligence & Intelligen, Beijing Lab Smart Environm Protect, Beijing 100124, Peoples R China
  • [ 6 ] [Wang, Ding]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 7 ] [Wu, Junlong]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 8 ] [Ren, Jin]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 9 ] [Xin, Peng]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China
  • [ 10 ] [Qiao, Junfei]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing 100124, Peoples R China

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Source :

IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS

ISSN: 2168-2216

Year: 2023

Issue: 11

Volume: 53

Page: 6886-6896

8 . 7 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:19

Cited Count:

WoS CC Cited Count: 4

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

Affiliated Colleges:

Online/Total:1049/10574258
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