New stability results for bidirectional associative memory neural networks model involving generalized piecewise constant delay

Kuo-Shou Chiu and Tongxing Li

Mathematics and Computers in Simulation (MATCOM), 2022, vol. 194, issue C, 719-743

Abstract: Bidirectional associative memories (BAMs) have been extensively applied in autoassociative and heteroassociative learning. However, the research on the implementation of BAM neural networks model with the effects of the constant delay is relatively few. The present work accumulates the global exponential stability criteria for the BAM neural networks model with deviation arguments. Here the effects of the constant delay of generalized type are provided, namely piecewise constant delay of generalized type (in short, DEGPCD). This article is principally concerned with the existence and global exponential stability of the BAM neural networks model with the DEGPCD system by using approach based on the construction of an equivalent integral equation. Applying the linearization method, Banach’s fixed point theorem, a DEGPCD integral inequality of Gronwall type and some inequality techniques, we establish a new sufficient condition to ensure the existence and global exponential stability of the equilibrium point of the BAM neural networks model with the DEGPCD system. The research indicates that the generalized piecewise constant delay has a vital effect on global exponential stability of the BAM neural networks model with the DEGPCD system. At the end of this work, the hypothesis has been established with two illustrative examples along with the simulations.

Keywords: Bidirectional associative memory (BAM); Piecewise constant delay of generalized type; Global exponential stability; Gronwall integral inequality (search for similar items in EconPapers)
Date: 2022
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (2)

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Persistent link: https://EconPapers.repec.org/RePEc:eee:matcom:v:194:y:2022:i:c:p:719-743

DOI: 10.1016/j.matcom.2021.12.016

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