Journal
NEURAL COMPUTING & APPLICATIONS
Volume 32, Issue 11, Pages 6571-6580Publisher
SPRINGER LONDON LTD
DOI: 10.1007/s00521-019-04115-x
Keywords
Stability property; Unbounded delay; Impulsive effect; Inertial neural networks; Saturating actuators
Categories
Funding
- National Nature Science Foundation of China [61672133, 61832001, 61632007]
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This paper considers the stability property of impulsive inertial neural networks with unbounded delay and saturating actuators. Based on polytopic representation approach, some sufficient conditions to ensure global asymptotic stability are obtained for impulsive inertial neural networks. By using Lyapunov function with the matrix form of 2-norm, we obtain some conditions to ensure the stability of impulsive inertial neural networks. Finally, the validity of this method is verified by several simulation examples.
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