In this paper, we study the existence, uniqueness and stability of memristor-based synchronous switching neural networks with time delays. Several criteria of exponential stability are given by introducing multiple Lyapunov functions. In comparison with the existing publications on simplice memristive neural networks or switching neural networks, we consider a system with a series of switchings, these switchings are assumed to be synchronous with memristive switching mechanism. Moreover, the proposed stability conditions are straightforward and convenient and can reflect the impact of time delay on the stability. Two examples are also presented to illustrate the effectiveness of the theoretical results.
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Sun Yat Sen Univ, Sch Aeronaut & Astronaut, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Aeronaut & Astronaut, Guangzhou 510275, Guangdong, Peoples R China
Liu, Weide
Huang, Jianliang
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Sun Yat Sen Univ, Sch Aeronaut & Astronaut, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Aeronaut & Astronaut, Guangzhou 510275, Guangdong, Peoples R China
Huang, Jianliang
Yao, Qinghe
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Sun Yat Sen Univ, Sch Aeronaut & Astronaut, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Sch Aeronaut & Astronaut, Guangzhou 510275, Guangdong, Peoples R China
机构:
Bharathiar Univ, Dept Math, Coimbatore 641046, Tamil Nadu, IndiaBharathiar Univ, Dept Math, Coimbatore 641046, Tamil Nadu, India
Velmurugan, G.
Rakkiyappan, R.
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Bharathiar Univ, Dept Math, Coimbatore 641046, Tamil Nadu, IndiaBharathiar Univ, Dept Math, Coimbatore 641046, Tamil Nadu, India
Rakkiyappan, R.
Cao, Jinde
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Southeast Univ, Dept Math, Nanjing 210096, Jiangsu, Peoples R China
Southeast Univ, Res Ctr Complex Syst & Network Sci, Nanjing 210096, Jiangsu, Peoples R China
King Abdulaziz Univ, Fac Sci, Dept Math, Jeddah 21589, Saudi ArabiaBharathiar Univ, Dept Math, Coimbatore 641046, Tamil Nadu, India
机构:
Chinese Univ Hong Kong, Dept Mech & Automat Engn, Shatin, Hong Kong, Peoples R ChinaHunan Univ, Coll Math & Econometr, Changsha 410082, Peoples R China