Nonfragile Synchronization of Semi-Markovian Jumping Neural Networks with Time Delays via Sampled-Data Control and Application to Chaotic Systems

Author:

Sivaranjani K.1ORCID,Sivakumar M.2ORCID,Dharani S.3ORCID,Loganathan K.4ORCID,Ngmgyel Ngawang5ORCID

Affiliation:

1. Department of Mathematics, Karunya Institute of Technology and Sciences, Coimbatore 641 114, Tamilnadu, India

2. Department of Mathematics, PSG College of Technology, Coimbatore 641 004, Tamilnadu, India

3. Department of Mathematics, Bannari Amman Institute of Technology and Sciences, Erode 638 401, Tamilnadu, India

4. Department of Mathematics and Statistics, Manipal University Jaipur, Jaipur, Rajasthan, India

5. Jigme Namgyel Engineering College, Royal University of Bhutan, Dewathang, Thimphu, Bhutan

Abstract

This study discusses the synchronization problem for delayed neural networks with semi-Markovian jumping parameters. With the support of Jenson’s inequality and Writinger-based integral inequality, a suitable Lyapunov–Krasovskii functional was constructed, and a synchronization criterion for the considered system was derived in the form of LMIs. In order to cope with system uncertainties, the nonfragile controller was taken into account. Also, sampled-data controller is used to improve the effectiveness of the bandwidth usage. In order to achieve the benefits of both control techniques, the nonfragile sampled-data controller was considered for synchronization of semi-Markovian jumping neural networks and to assure that the error system is asymptotically stable. At last, numerical simulations are exhibited to validate the proposed technique.

Publisher

Hindawi Limited

Subject

General Mathematics

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