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author:

Zhang, Songchuan (Zhang, Songchuan.) [1] | Xia, Youshen (Xia, Youshen.) [2] (Scholars:夏又生) | Wang, Jun (Wang, Jun.) [3]

Indexed by:

EI Scopus SCIE

Abstract:

In this paper, we present a complex-valued projection neural network for solving constrained convex optimization problems of real functions with complex variables, as an extension of real-valued projection neural networks. Theoretically, by developing results on complex-valued optimization techniques, we prove that the complex-valued projection neural network is globally stable and convergent to the optimal solution. Obtained results are completely established in the complex domain and thus significantly generalize existing results of the real-valued projection neural networks. Numerical simulations are presented to confirm the obtained results and effectiveness of the proposed complex-valued projection neural network.

Keyword:

Complex-valued projection neural network constrained optimization with complex variables convergence analysis

Community:

  • [ 1 ] [Zhang, Songchuan]Fuzhou Univ, Ctr Discrete Math & Theoret Comp Sci, Fuzhou 350002, Peoples R China
  • [ 2 ] [Zhang, Songchuan]Minjiang Univ, Dept Math, Fuzhou 350108, Peoples R China
  • [ 3 ] [Xia, Youshen]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350002, Peoples R China
  • [ 4 ] [Wang, Jun]Chinese Univ Hong Kong, Dept Mech & Automat Engn, Hong Kong, Hong Kong, Peoples R China

Reprint 's Address:

  • 张宋传

    [Zhang, Songchuan]Fuzhou Univ, Ctr Discrete Math & Theoret Comp Sci, Fuzhou 350002, Peoples R China

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Source :

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

ISSN: 2162-237X

Year: 2015

Issue: 12

Volume: 26

Page: 3227-3238

4 . 8 5 4

JCR@2015

1 0 . 2 0 0

JCR@2023

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:175

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 80

SCOPUS Cited Count: 87

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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