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Author:

Xu, Kang-Li (Xu, Kang-Li.) | Jiang, Yao-Lin (Jiang, Yao-Lin.)

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Abstract:

In this paper, the optimal H2model order reduction (MOR) problem for bilinear systems is explored. The orthogonality constraint of the cost function generated by the H2MOR error makes it is posed not on the Euclidean space, but can be discussed on the Stiefel manifold. Then, the H2optimal MOR problem of bilinear systems is turned into the unconstrained optimisation on the Stiefel manifold. The explicit expression of the gradient for the cost function on this manifold is derived. Full use of the geometry properties of this Stiefiel manifold, we propose a feasible and effective iterative algorithm to solve the unconstrained H2minimisation problem. Moreover, the convergence of our algorithm is rigorously proved. Finally, two practical examples related to bilinear systems demonstrate the effectiveness of our algorithm. © 2017 Informa UK Limited, trading as Taylor & Francis Group

Keyword:

Bilinear system Controllability and observabilities H2 norm Model order reduction Riemannian metrics Stiefel manifold

Author Community:

  • [ 1 ] [Xu, Kang-Li;Jiang, Yao-Lin]College of Mathematics and Systems Science, Xinjiang University, Urumuqi, P.R. China
  • [ 2 ] [Jiang, Yao-Lin]School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an, P.R. China
  • [ 3 ] [Xu, Kang-Li; Jiang, Yao-Lin] Xinjiang Univ, Coll Math & Syst Sci, Urumqi, Peoples R China
  • [ 4 ] [Jiang, Yao-Lin] Xi An Jiao Tong Univ, Sch Math & Stat, Xian, Shaanxi, Peoples R China
  • [ 5 ] [Xu, Kang-Li]Xinjiang Univ, Coll Math & Syst Sci, Urumqi, Peoples R China
  • [ 6 ] [Jiang, Yao-Lin]Xinjiang Univ, Coll Math & Syst Sci, Urumqi, Peoples R China
  • [ 7 ] [Jiang, Yao-Lin]Xi An Jiao Tong Univ, Sch Math & Stat, Xian, Shaanxi, Peoples R China

Reprint Author's Address:

  • [Jiang, Yao-Lin]College of Mathematics and Systems Science, Xinjiang University, Urumuqi, China;;[Jiang, Yao-Lin]School of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an, China;;

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Source :

International Journal of Control

ISSN: 0020-7179

Year: 2019

Issue: 4

Volume: 92

Page: 950-959

2 . 7 8

JCR@2019

2 . 8 8 8

JCR@2020

ESI Discipline: ENGINEERING;

ESI HC Threshold:83

JCR Journal Grade:3

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 6

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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