期刊
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL
卷 30, 期 18, 页码 8098-8116出版社
WILEY
DOI: 10.1002/rnc.5210
关键词
hybrid impulses; neural networks; quaternion; stability
资金
- National Natural Science Foundation of China [61973078, 61703060, 61802036]
- Natural Science Foundation of Jiangsu Province [BK20170019]
- Natural Science Foundation of Shandong Province [ZR2019MF021]
- Natural Science Foundation of Zhejiang Province [LR20F020002]
In this article, the stability of quaternion-valued neural networks (QVNNs) with hybrid impulses is investigated, which contain stabilizing impulses and destabilizing impulses simultaneously. Through constructing the relationship between impulses and quaternions, this article has obtained a unified criterion for the global exponential stability of the system. First, a new form of impulsive representation is constructed, and the established systems can be decomposed into four different real parts. According to the characteristics of the impulses, the system divides the average interval of impulses (AII) into two cases, that is,T alpha
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