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Author:

Ruan, Xiaoe (Ruan, Xiaoe.) | Bien, Z. Zenn (Bien, Z. Zenn.) | Wang, Qi (Wang, Qi.)

Indexed by:

SCIE EI Scopus

Abstract:

This paper addresses the convergence issue of first-order and second-order PD-type iterative learning control schemes for a type of partially known linear time-invariant systems. By taking advantage of the generalized Young inequality of convolution integral, the convergence is analyzed in the sense of the Lebesgue-p norm and the convergence speed is also discussed in terms of Qp factors. Specifically, we find that: (1) the sufficient condition on convergence is dominated not only by the derivative learning gains, along with the system input and output matrices, but also by the proportional learning gains and the system state matrix; (2) the strictly monotone convergence is guaranteed for the first-order rule while, in the case of the second-order scheme, the monotonicity is maintained after some finite number of iterations; and (3) the iterative learning process performed by the second-order learning scheme can be Qp-faster, Qp-equivalent, or Qp-slower than the iterative learning process manipulated by the first-order rule if the learning gains are appropriately chosen. To manifest the validity and effectiveness of the results, several numerical simulations are conducted. Copyright (c) 2011 John Wiley and Sons Asia Pte Ltd and Chinese Automatic Control Society

Keyword:

convergence Iterative learning control Lebesgue-p norm monotonicity Qp factor

Author Community:

  • [ 1 ] [Ruan, Xiaoe] Xi An Jiao Tong Univ, Sch Sci, Dept Math, Xian, Peoples R China
  • [ 2 ] [Ruan, Xiaoe; Bien, Z. Zenn] Ulsan Natl Inst Sci & Technol, Sch Elect & Comp Engn, Dept Elect & Comp Engn, Ulsan, South Korea
  • [ 3 ] [Wang, Qi] Xi An Jiao Tong Univ, Sch Elect Engn, Dept Elect Power Engn, Xian, Peoples R China

Reprint Author's Address:

  • Xi An Jiao Tong Univ, Sch Sci, Dept Math, Xian, Peoples R China.

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Source :

ASIAN JOURNAL OF CONTROL

ISSN: 1561-8625

Year: 2012

Issue: 4

Volume: 14

Page: 1095-1107

1 . 4 1 1

JCR@2012

3 . 4 5 2

JCR@2020

ESI Discipline: ENGINEERING;

ESI HC Threshold:157

JCR Journal Grade:3

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 37

SCOPUS Cited Count: 52

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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