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Novel Finite-Time Synchronization Criteria for Inertial Neural Networks With Time Delays via Integral Inequality Method.

作者信息

Zhang Zhengqiu, Cao Jinde

出版信息

IEEE Trans Neural Netw Learn Syst. 2019 May;30(5):1476-1485. doi: 10.1109/TNNLS.2018.2868800. Epub 2018 Oct 2.

DOI:10.1109/TNNLS.2018.2868800
PMID:30295629
Abstract

In this paper, we are concerned with the finite-time synchronization of a class of inertial neural networks with time delays. Without applying some finite-time stability theorems, which are widely applied to studying the finite-time synchronization for neural networks, by constructing two Lyapunov functions and using integral inequality method, two sufficient conditions on the finite-time synchronization for a class of inertial neural networks with time delays are derived. Considering that the method and research results of the finite-time synchronization are different from some existing works, this paper extends the works on the finite-time synchronization of neural networks.

摘要

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