期刊
NEURAL PROCESSING LETTERS
卷 51, 期 3, 页码 2195-2210出版社
SPRINGER
DOI: 10.1007/s11063-019-10189-4
关键词
Coupled inertial neural networks; Synchronization; Impulsive control; Pinning control; Hybrid couplings
The impulsive control for the synchronization problem of coupled inertial neural networks involved distributed-delay coupling is investigated in the present paper. A novel impulsive pinning control method is introduced to obtain the complete synchronization of the coupled inertial neural networks with three different coupling structures. At each impulsive control instant, the pinning-controlled nodes can be selected according to our selection strategy which is dependent on the lower bound of the pinning control ratio. Our criteria can be utilized to declare the synchronization of the coupled neural networks with asymmetric and reducible coupling structures. The effectiveness of our control strategy is exhibited by typical numerical examples.
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