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首页> 外文期刊>International journal of systems science >General decay synchronisation of discontinuous fuzzy neural networks with discrete and distributed time-delays via nonlinear feedback control
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General decay synchronisation of discontinuous fuzzy neural networks with discrete and distributed time-delays via nonlinear feedback control

机译：非连续模糊神经网络的一般衰减同步，通过非线性反馈控制具有离散和分布时延迟的分布式时间延迟

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摘要

This paper aims to provide a new framework to study the general decay synchronisation analysis of a class of fuzzy neural networks with discontinuous activations, discrete and distributed time-delays. To achieve the targets, by using functional differential inclusions theory, inequality technique and the non-smooth analysis of Lyapunov-Krasovskii functional, some verifiable algebraic criteria are given to guarantee the general decay synchronisation via a new nonlinear feedback controller. The nonlinear feedback controller can not only deal with the discontinuous activations but also the mixed time-varying delays. Compared with the previous results on general decay synchronisation of delayed neural networks, the theoretical results of this paper are more generalised and inclusive. Finally, two simulation examples have been shown to verify the correctness and advantages of our main results.
机译：本文旨在提供一种新的框架，用于研究一种具有不连续激活，离散和分布时延迟的一类模糊神经网络的一般衰变同步分析。为了实现目标，通过使用功能差分夹杂物理论，不等式技术和Lyapunov-Krasovskii功能的非平滑分析，可以通过新的非线性反馈控制器保证一般的衰变同步来保证一般的非线性反馈控制器。非线性反馈控制器不仅可以处理不连续的激活，还可以处理混合的时变延迟。与先前结果相比，延迟神经网络一般衰减同步，本文的理论结果更广泛，包括包容性。最后，已显示两种模拟实例验证我们主要结果的正确性和优点。

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