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author:

Zhang, S. (Zhang, S..) [1] | Xia, Y. (Xia, Y..) [2] | Wang, J. (Wang, J..) [3]

Indexed by:

Scopus

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. © 2015 IEEE.

Keyword:

Complex-valued projection neural network; Constrained optimization with complex variables; Convergence analysis

Community:

  • [ 1 ] [Zhang, S.]Center for Discrete Mathematics and Theoretical Computer Science, Fuzhou University, Fuzhou, 350002, China
  • [ 2 ] [Zhang, S.]Department of Mathematics, Minjiang University, Fuzhou, 350108, China
  • [ 3 ] [Xia, Y.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou, 350002, China
  • [ 4 ] [Wang, J.]Department of Mechanical and Automation Engineering, Chinese University of Hong Kong, Hong Kong, Hong Kong

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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 HC Threshold:175

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 88

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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