• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Li, Xiao (Li, Xiao.) | Hao, Chun-Lin (Hao, Chun-Lin.) | Xu, Yitian (Xu, Yitian.) | Gao, Jun-Yu (Gao, Jun-Yu.) | Li, Zu-Ping (Li, Zu-Ping.)

Indexed by:

SCIE

Abstract:

It is well-known that tensor eigenvalues have been widely used in signal processing, diffusion tensor imaging, independent component analysis and other fields. Effective methods for solving Z-eigenvalues of large-scale tensors tend to fall into a local optimal region. The feasible trust-region method is an effective method for computing the extreme Z-eigenvalue of large-scale tensors, but it also tends to fall into the local optimal. To overcome the problem, we propose three global optimization strategies based on the feasible trust-region method to improve the success rate of computing the extreme Z-eigenvalue. The first one is a multi-initial points algorithm. The second one is a simulated annealing algorithm. The third one is an infeasible trust-region algorithm which constructs an infeasible trust-region subproblem, expanding the search scope and expecting to improve the success rate. We prove the global convergence of the infeasible trust-region algorithm. The numerical results show that the success rate of calculating the extreme Zeigenvalue is greatly increased with the help of the global optimization strategy.

Keyword:

tensor Z-eigenvalue feasible trust-region method trust-region subproblem with constraints global optimization strategy

Author Community:

  • [ 1 ] [Li, Xiao]China Agr Univ, Coll Informat & Elect Engn, Beijing 100083, Peoples R China
  • [ 2 ] [Hao, Chun-Lin]Beijing Univ Technol, Fac Sci, Sch Math, Beijing 100124, Peoples R China
  • [ 3 ] [Xu, Yitian]China Agr Univ, Coll Sci, Beijing 100083, Peoples R China
  • [ 4 ] [Gao, Jun-Yu]Tianjin TianShi Coll, Math & Phys Teaching Dept, Tianjin 301700, Peoples R China
  • [ 5 ] [Li, Zu-Ping]WeiFang Vocat Coll, Math Chinese & Phys Educ Dept, Weifang 261041, Peoples R China

Reprint Author's Address:

  • [Hao, Chun-Lin]Beijing Univ Technol, Fac Sci, Sch Math, Beijing 100124, Peoples R China

Show more details

Related Keywords:

Source :

PACIFIC JOURNAL OF OPTIMIZATION

ISSN: 1348-9151

Year: 2025

Issue: 1

Volume: 21

Page: 31-50

0 . 2 0 0

JCR@2022

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

Affiliated Colleges:

Online/Total:506/10625676
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.