Type-Dependent Average Dwell Time Method and Its Application to Delayed Neural Networks With Large Delays

• Published in: IEEE transaction on neural networks and learning systems Vol. 35; no. 2; pp. 2875 - 2880
• Main Authors: Wang, Hui-Ting, He, Yong, Zhang, Chuan-Ke
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.02.2024; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Allowable maximum delay bound (AMDB); average dwell time (ADT); Biological neural networks; delayed neural network; Delays; Dwell time; large delay; Liapunov functions; multiple Lyapunov functions (MLFs); Neural networks; Numerical stability; Stability criteria; State vectors; Subsystems; switch; Switches; Symmetric matrices; Thermal stability

This article investigates the stability of delayed neural networks with large delays. Unlike previous studies, the original large delay is separated into several parts. Then, the delayed neural network is viewed as the switched system with one stable and multiple unstable subsystems. To effectively...