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author:

Zhang, Songchuan (Zhang, Songchuan.) [1] | Xia, Youshen (Xia, Youshen.) [2] | Zheng, Weixing (Zheng, Weixing.) [3]

Indexed by:

EI

Abstract:

In this paper, we propose a complex-valued neural dynamical method for solving a complex-valued nonlinear convex programming problem. Theoretically, we prove that the proposed complex-valued neural dynamical approach is globally stable and convergent to the optimal solution. The proposed neural dynamical approach significantly generalizes the real-valued nonlinear Lagrange network completely in the complex domain. Compared with existing real-valued neural networks and numerical optimization methods for solving complex-valued quadratic convex programming problems, the proposed complex-valued neural dynamical approach can avoid redundant computation in a double real-valued space and thus has a low model complexity and storage capacity. Numerical simulations are presented to show the effectiveness of the proposed complex-valued neural dynamical approach. © 2014 Elsevier Ltd.

Keyword:

Calculations Complex networks Convex optimization Dynamical systems Numerical methods

Community:

  • [ 1 ] [Zhang, Songchuan]Center for Discrete Mathematics and Theoretical Computer Science, Fuzhou University, Fuzhou, China
  • [ 2 ] [Xia, Youshen]College of Mathematics and Computer Science, Fuzhou University, China
  • [ 3 ] [Zheng, Weixing]School of Computing, Engineering and Mathematics, University of Western Sydney, Australia

Reprint 's Address:

  • [xia, youshen]college of mathematics and computer science, fuzhou university, china

Email:

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Related Keywords:

Source :

Neural Networks

ISSN: 0893-6080

Year: 2015

Volume: 61

Page: 59-67

3 . 2 1 6

JCR@2015

6 . 0 0 0

JCR@2023

ESI HC Threshold:175

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 59

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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