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Local synchronization of one-to-one coupled neural networks with discontinuous activations
Authors:Xiaoyang Liu  Jinde Cao
Institution:(1) Department of Mathematics, Southeast University, Nanjing, 210096, China
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:Local synchronization  Delayed neural networks  Discontinuous activations  Filippov solutions  Lyapunov exponents
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