Literature DB >> 22379492

Local synchronization of one-to-one coupled neural networks with discontinuous activations.

Xiaoyang Liu1, Jinde Cao.   

Abstract

In this paper, local synchronization is considered for coupled delayed neural networks with discontinuous activation functions. Under the framework of Filippov solution and in the sense of generalized derivative, a novel sufficient condition is obtained to ensure the synchronization based on the Lyapunov exponent and the detailed analysis in Danca (Int J Bifurcat Chaos 12(8):1813-1826, 2002; Chaos Solitons Fractals 22:605-612, 2004). Simulation results are given to illustrate the theoretical results.

Keywords:  Delayed neural networks; Discontinuous activations; Filippov solutions; Local synchronization; Lyapunov exponents

Year:  2010        PMID: 22379492      PMCID: PMC3045504          DOI: 10.1007/s11571-010-9132-y

Source DB:  PubMed          Journal:  Cogn Neurodyn        ISSN: 1871-4080            Impact factor:   5.082


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