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Author:

Ma, Weijun (Ma, Weijun.) | Ding, Baocang (Ding, Baocang.) | Yang, Hongfu (Yang, Hongfu.) | Zhang, Qimin (Zhang, Qimin.)

Indexed by:

SCIE EI Scopus

Abstract:

In this paper, we introduce a class of stochastic neural networks with fractional Brownian motion (fBm) and Poisson jumps. We also concern mean-square dissipativity of numerical methods applied to a class of stochastic neural networks with fBm and jumps. The conditions under which the underlying systems are mean-square dissipative are considered. It is shown that the mean-square dissipativity is preserved by the compensated split-step backward Euler method and compensated backward Euler method without any restriction on stepsize, while the split-step backward Euler method and backward Euler method could reproduce mean-square dissipativity under a stepsize constraint. The results indicate that compensated numerical methods achieve superiority over non-compensated numerical methods in terms of mean-square dissipativity. Finally, an example is given for illustration. (C) 2015 Elsevier B.V. All rights reserved.

Keyword:

Fractional Brownian motion Mean-square dissipativity Numerical methods Poisson jumps Stochastic neural networks

Author Community:

  • [ 1 ] [Ma, Weijun; Ding, Baocang] Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China
  • [ 2 ] [Yang, Hongfu; Zhang, Qimin] Beifang Univ Nationalities, Sch Math & Informat Sci, Yinchuan 750021, Peoples R China
  • [ 3 ] [Zhang, Qimin] Ningxia Univ, Sch Math & Comp Sci, Yinchan 750021, Peoples R China
  • [ 4 ] [Ma, Weijun]Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China
  • [ 5 ] [Ding, Baocang]Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China
  • [ 6 ] [Yang, Hongfu]Beifang Univ Nationalities, Sch Math & Informat Sci, Yinchuan 750021, Peoples R China
  • [ 7 ] [Zhang, Qimin]Beifang Univ Nationalities, Sch Math & Informat Sci, Yinchuan 750021, Peoples R China
  • [ 8 ] [Zhang, Qimin]Ningxia Univ, Sch Math & Comp Sci, Yinchan 750021, Peoples R China

Reprint Author's Address:

  • Xi An Jiao Tong Univ, Sch Elect & Informat Engn, Xian 710049, Peoples R China.

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Source :

NEUROCOMPUTING

ISSN: 0925-2312

Year: 2015

Volume: 166

Page: 256-264

2 . 3 9 2

JCR@2015

5 . 7 1 9

JCR@2020

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:138

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 14

SCOPUS Cited Count: 13

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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