Journal
NEURAL NETWORKS
Volume 85, Issue -, Pages 1-9Publisher
PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.neunet.2016.09.002
Keywords
Pinning synchronization; Impulsive control; Neural networks; Distributed delays
Funding
- National Natural Science Foundation of China [61573141, 61203157, 61333010]
- Fundamental Research Funds for the Central Universities [22A201514046]
- Scientific Research Foundation for Returned Overseas Chinese Scholars, State Education Ministry
- 111 Project [B08021]
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This paper investigates pinning synchronization of coupled neural networks with both current-state coupling and distributed-delay coupling via impulsive control. A novel impulse pinning strategy involving pinning ratio is proposed and a general criterion is derived to ensure an array of neural networks with two different topologies synchronizes with the desired trajectory. In order to handle the difficulties of high-dimension criteria, some inequality techniques and matrix decomposition methods through simultaneous diagonalization of two matrices are introduced and low-dimensional criteria are obtained. Finally, an illustrative example is given to show the effectiveness of the proposed method. (C) 2016 Elsevier Ltd. All rights reserved.
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