Finite-time synchronization of proportional delay memristive competitive neural networks

被引：5

作者：

Han, Jiapeng ^{[1
]}

Zhou, Liqun ^{[1
]}

机构：

[1] Tianjin Normal Univ, Sch Math Sci, Tianjin 300387, Peoples R China

来源：

NEUROCOMPUTING | 2024年 / 610卷

关键词：

Memristive competitive neural networks; Finite-time synchronization; Proportional delays; STABILITY;

D O I：

10.1016/j.neucom.2024.128612

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The finite-time synchronization (FTS) is considered for proportional delay memristive competitive neural networks (PDMCNNs). By utilizing Lyapunov functional method and differential inclusion theory, two new criteria ensuring the FTS of PDMCNNs are established. These criteria with algebraic inequality forms are less complicated and easier to verify than the matrix inequality forms. In addition, the corresponding settling times have been estimated. Eventually, the effectiveness of the presented criteria and controllers is confirmed through two numerical examples, and one application about image encryption is provided.

引用

页数：9

共 46 条

[1] Finite-time and fixed-time synchronization of a class of inertial neural networks with multi-proportional delays and its application to secure communication [J].

Alimi, Adel M. ;

Aouiti, Chaouki ;

Assali, El Abed .

NEUROCOMPUTING, 2019, 332 :29-43

[2]

Almeida T.L.P.D., 2021, J. Pet. Sci. Eng., V200

[3]

[Anonymous], 2022, IEEE Trans. Neural Netw. Learn. Syst., V12, P1

[4] Fixed-time synchronization of competitive neural networks with proportional delays and impulsive effect [J].

Aouiti, Chaouki ;

Assali, El Abed ;

Cherif, Farouk ;

Zeglaoui, Anis .

NEURAL COMPUTING & APPLICATIONS, 2020, 32 (17) :13245-13254

[5]

Aubin Jean-Pierre., 1984, Set-valued maps and viability theory, V264, pxiii+342, DOI [10.1007/978-3-642-69512-4, DOI 10.1007/978-3-642-69512-4]

[6] Synchronization of fuzzy-chaotic systems with Z-controller in secure communication [J].

Babanli, Kanan M. ;

Kabaoglu, Rana Ortac .

INFORMATION SCIENCES, 2024, 657

[7] Predefined-time synchronization of competitive neural networks [J].

Chen, Chuan ;

Mi, Ling ;

Liu, Zhongqiang ;

Qiu, Baolin ;

Zhao, Hui ;

Xu, Lijuan .

NEURAL NETWORKS, 2021, 142 :492-499

[8] MEMRISTOR - MISSING CIRCUIT ELEMENT [J].

CHUA, LO .

IEEE TRANSACTIONS ON CIRCUIT THEORY, 1971, CT18 (05) :507-+

[9] ABSOLUTE STABILITY OF GLOBAL PATTERN-FORMATION AND PARALLEL MEMORY STORAGE BY COMPETITIVE NEURAL NETWORKS [J].

COHEN, MA ;

GROSSBERG, S .

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1983, 13 (05) :815-826

[10] Finite-time synchronization of delayed competitive neural networks with discontinuous neuron activations [J].

Duan, Lian ;

Fang, Xianwen ;

Yi, Xuejun ;

Fu, Yujie .

INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2018, 9 (10) :1649-1661

← 1 2 3 4 5 →