<abstract xmlns="http://www.w3.org/1999/xhtml"><p> This paper investigates the global exponential synchronization and quasi-synchronization of inertial memristive neural networks with time-varying delays. By using a variable transmission, the original second-order system can be transformed into first-order differential system. Then, two types of drive-response systems of inertial memristive neural networks are studied, one is the system with parameter mismatch, the other is the system with matched parameters. By constructing Lyapunov functional and designing feedback controllers, several sufficient conditions are derived respectively for the synchronization of these two types of drive-response systems. Finally, corresponding simulation results are given to show the effectiveness of the proposed method derived in this paper.</p></abstract>

This paper investigates the global exponential synchronization and quasi-synchronization of inertial memristive neural networks with time-varying delays. By using a variable transmission, the original second-order system can be transformed into first-order differential system. Then, two types of drive-response systems of inertial memristive neural networks are studied, one is the system with parameter mismatch, the other is the system with matched parameters. By constructing Lyapunov functional and designing feedback controllers, several sufficient conditions are derived respectively for the synchronization of these two types of drive-response systems. Finally, corresponding simulation results are given to show the effectiveness of the proposed method derived in this paper.

Synchronization Analysis of Inertial Memristive Neural Networks with Time-Varying Delays

Journal of Artificial Intelligence and Soft Computing Research

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

This paper investigates the global exponential synchronization and quasi-synchronization of inertial memristive neural networks with time-varying delays. By...

Synchronization Analysis of Inertial Memristive Neural Networks with Time-Varying Delays

Published Online: May 17, 2018

Page range: 269 - 282

Received: Jan 15, 2018

Accepted: Mar 05, 2018

DOI: https://doi.org/10.1515/jaiscr-2018-0017

Keywords
inertial, memristive, neural networks, synchronization

© 2018

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

Synchronization Analysis of Inertial Memristive Neural Networks with Time-Varying Delays

Published Online: May 17, 2018

Page range: 269 - 282

Received: Jan 15, 2018

Accepted: Mar 05, 2018

DOI: https://doi.org/10.1515/jaiscr-2018-0017

Keywordsinertial, memristive, neural networks, synchronization

© 2018

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

Keywords
inertial, memristive, neural networks, synchronization