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Author:

Wang, Ding (Wang, Ding.) (Scholars:王鼎) | Ren, Jin (Ren, Jin.) | Ha, Mingming (Ha, Mingming.)

Indexed by:

EI Scopus SCIE

Abstract:

In this article, the admissibility analysis of the value-iteration-based control policy is investigated for affine nonlinear dynamics. First, a series of admissible control criteria are discussed for nonlinear and linear systems. With the help of these criteria, it is more convenient to determine whether an iterative control policy is admissible or not compared with the previous work. Second, once the iterative control policy is established to be admissible by the criteria, the stability of the closed-loop systems using the control law can be guaranteed. In addition, under certain conditions, the admissibility and asymptotic stability similar to policy iteration can be obtained. Finally, two numerical examples with the physical background are afforded to validate the effectiveness of presented theoretical results.

Keyword:

adaptive dynamic programming asymptotic stability value iteration reinforcement learning admissible control policy

Author Community:

  • [ 1 ] [Wang, Ding]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Ren, Jin]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Wang, Ding]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China
  • [ 4 ] [Ren, Jin]Beijing Univ Technol, Beijing Key Lab Computat Intelligence & Intellige, Beijing, Peoples R China
  • [ 5 ] [Wang, Ding]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 6 ] [Ren, Jin]Beijing Univ Technol, Beijing Inst Artificial Intelligence, Beijing, Peoples R China
  • [ 7 ] [Wang, Ding]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China
  • [ 8 ] [Ren, Jin]Beijing Univ Technol, Beijing Lab Smart Environm Protect, Beijing, Peoples R China
  • [ 9 ] [Ha, Mingming]Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing, Peoples R China

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Source :

INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL

ISSN: 1049-8923

Year: 2022

Issue: 13

Volume: 32

Page: 7290-7303

3 . 9

JCR@2022

3 . 9 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:49

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 5

SCOPUS Cited Count: 6

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

Affiliated Colleges:

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