Dissipativity and Passivity analysis of neural networks with mixed-time-varying delays
- Dissipativity Analysis, Passivity analysis, Neural networks, Lyapunov-Krasovskii functional, Mixed time delays.
This paper focuses on the problem of Dissipativity and Passivity analysis of NNs with mixed-time-varying delays. By employing Lyapunov functional approach, some sufficient conditions are derived to guarantee that the considered NNs are strictly (Q, S, R)−γ-Dissipative and Passivity. Based on Lyapunov stability theory, proper Lyapunov-Krasovskii functional (LKF) with some new terms is constructed, and estimating their derivative by using newlyndeveloped single integral inequality that includes Jensens inequality which can be easily checked by applying MATLAB LMT toolkit. Three Numerical example is finally provided to demonstrate the effectiveness and advantages of the proposed method.