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author:

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

Indexed by:

EI Scopus SCIE

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. (C) 2014 Elsevier Ltd. All rights reserved.

Keyword:

Complex-valued neural dynamical system Complex variables CR Calculus Global stability analysis Nonlinear convex programming

Community:

  • [ 1 ] [Zhang, Songchuan]Fuzhou Univ, Ctr Discrete Math & Theoret Comp Sci, Fuzhou 350002, Peoples R China
  • [ 2 ] [Xia, Youshen]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Peoples R China
  • [ 3 ] [Zheng, Weixing]Univ Western Sydney, Sch Comp Engn & Math, Penrith, NSW 1797, Australia

Reprint 's Address:

  • 夏又生

    [Xia, Youshen]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Peoples R China

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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 Discipline: COMPUTER SCIENCE;

ESI HC Threshold:175

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 56

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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