Global exponential stabilization and lag synchronization control of inertial neural networks with time delays. (June 2020)

• Record Type: Journal Article
• Authors: Shi, Jichen; Zeng, Zhigang
• Is Part Of: Neural networks. Volume 126(2020)
• Page Start: 11
• Page End: 20
• Publication Date: 2020-06
• Subjects: Stabilization -- Lag synchronization -- Inertial neural networks (INNs) -- Time delays; Neural computers -- Periodicals; Neural networks (Computer science) -- Periodicals; Neural networks (Neurobiology) -- Periodicals; Nervous System -- Periodicals; Ordinateurs neuronaux -- Périodiques; Réseaux neuronaux (Informatique) -- Périodiques; Réseaux neuronaux (Neurobiologie) -- Périodiques; Neural computers; Neural networks (Computer science); Neural networks (Neurobiology); Periodicals; 006.32
• DOI: 10.1016/j.neunet.2020.03.006
• Languages: English
• ISSNs: 0893-6080

Abstract

Abstract: The global exponential stabilization and lag synchronization control of delayed inertial neural networks (INNs) are investigated. By constructing nonnegative function and employing inequality techniques, several new results about exponential stabilization and exponential lag synchronization are derived via adaptive control. And the theoretical outcomes are developed directly from the INNs themselves without variable substitution. In addition, the synchronization results are also applied to image encryption and decryption. Finally, an example is presented to illustrate the validity of the derived results.