On the Weighted Pseudo Almost-Periodic Solutions of Static DMAM Neural Network

被引:0
作者
Mohammed Salah M’hamdi
机构
[1] University of Bejaia,Research Unit LaMOS, Department of Mechanical Engineering, Faculty of Technology
来源
Neural Processing Letters | 2022年 / 54卷
关键词
Static multidirectional associative memory neural network; Time-varying delay; Weighted pseudo almost-periodic function; Global exponential stability; 34C27; 37B25; 92C20;
D O I
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学科分类号
摘要
This work is devoted to study a new class of static neural network. We propose a static multidirectional associative memory neural network with time-varying coefficients and delays. We assess the existence and global exponential stability of weighted pseudo almost-periodic solutions for the systems through exponential dichotomy theory, contraction mapping fixed point theorem, differential inequality techniques and weighted pseudo almost-periodic functions. The theoretical results obtained are supported with numerical simulations. To our knowledge, no paper in the literature has investigated the existence and the delay-independent stability of weighted pseudo almost-periodic solution for static delayed MAM neural network. The results obtained are new and complements that found in the literature.
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页码:4443 / 4464
页数:21
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共 67 条
[1]  
Xu ZB(2004)A comparative study of two modeling approaches in neural networks Neural Netw 17 73-85
[2]  
Qiao H(2013)Stability analysis of static recurrent neural networks with interval time-varying delay Appl Math Comput 221 111-120
[3]  
Peng J(2009)Robust stability analysis of static neural network with S-type distributed delays Appl Math Model 33 760-769
[4]  
Zhang B(2021)Asymptotic stability of static neural networks with interval time-varying delay based on LMI Neurocomputing 440 375-384
[5]  
Sun J(2014)Global exponential Robust stability of static interval neural networks with time delay in the leakage term J Appl Math 2014 10-1207
[6]  
Chen J(2010)State estimation for static neural networks with time-varying delay Neural Netw 23 1202-81
[7]  
Huang Z(2014)Delay-dependent state estimation of static neural networks with time-varying and distributed delays Math Probl Eng 2014 9-293
[8]  
Li X(2020)Finite-time stabilization for static neural networks with leakage delay and time-varying delay Neural Process Lett 51 67-479
[9]  
Mohamad S(2015)Synchronization analysis for static neural networks with hybrid couplings and time delays Neurocomputing 148 288-6
[10]  
Lu Z(2019)Pseudo almost periodic solutions for MAMs with an oscillating coefficient and distributed delays Neural Process Lett 49 467-60