4.7 Article

Pinning-controlled synchronization of delayed neural networks with distributed-delay coupling via impulsive control

Journal

NEURAL NETWORKS
Volume 85, Issue -, Pages 1-9

Publisher

PERGAMON-ELSEVIER SCIENCE LTD
DOI: 10.1016/j.neunet.2016.09.002

Keywords

Pinning synchronization; Impulsive control; Neural networks; Distributed delays

Funding

  1. National Natural Science Foundation of China [61573141, 61203157, 61333010]
  2. Fundamental Research Funds for the Central Universities [22A201514046]
  3. Scientific Research Foundation for Returned Overseas Chinese Scholars, State Education Ministry
  4. 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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