Delay-dependent stability criteria for neutral-type neural networks with interval time-varying delay signals under the effects of leakage delay

被引:15
作者
Manivannan, R. [1 ,2 ,3 ,4 ]
Samidurai, R. [4 ]
Cao, Jinde [5 ,6 ,7 ]
Alsaedi, Ahmed [8 ]
Alsaadi, Fuad E. [9 ]
机构
[1] Natl Inst Technol Calicut, Dept Math, Sch Nat Sci, Kozhikode, India
[2] Chonbuk Natl Univ, Div Elect Engn, Jeonju, South Korea
[3] Chonbuk Natl Univ, Adv Res Ctr Elect & Informat, Jeonju, South Korea
[4] Thiruvalluvar Univ, Dept Math, Vellore, Tamil Nadu, India
[5] Southeast Univ, Sch Math, Nanjing, Jiangsu, Peoples R China
[6] Southeast Univ, Res Ctr Complex Syst & Network Sci, Nanjing, Jiangsu, Peoples R China
[7] King Abdulaziz Univ, Dept Math, Fac Sci, Jeddah, Saudi Arabia
[8] King Abdulaziz Univ, Dept Math, Nonlinear Anal & Appl Math NAAM Res Grp, Fac Sci, Jeddah, Saudi Arabia
[9] King Abdulaziz Univ, Fac Engn, Dept Elect & Comp Engn, Jeddah, Saudi Arabia
基金
中国国家自然科学基金; 新加坡国家研究基金会;
关键词
Neural network; Neutral type; Leakage delay; Interval time-varying delay; Wirtinger double integral inequality; GLOBAL EXPONENTIAL STABILITY; LAG SYNCHRONIZATION; STATE ESTIMATION; SYSTEMS; DISSIPATIVITY; DISCRETE;
D O I
10.1186/s13662-018-1509-y
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We examine the stability problem for delayed neutral-type neural networks (NNs) with interval time-varying delay signals under the effects of leakage term by constructing a suitable Lyapunov-Krasovskii functionals (LKFs) with the triple-and four-integral terms and using the famous Jensen inequality, Wirtinger single integral inequality (WSII), and Wirtinger double integral inequality (WDII), combined with the reciprocally convex approach (RCC) for the stability of addressing NNs. Therefore, the major contribution of this study lies in a consideration of new integral inequalities and improved LKFs, fully taking the relationship between the terms in the Leibniz-Newton formula within the framework of linear matrix inequalities (LMIs). Moreover, we assume that the lower bound of interval time-varying delay is not restricted to zero. Using several examples, we show that the proposed stability criterion is less conservative than previous results. Also, the proposed technique is applied to benchmark problem that is associated with reasonable issues to showing feasibility on a real-world problem, including transporting time delay signals and leakage delay as a process variable in the quadruple-tank process system.
引用
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页数:25
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