Synchronization of a Class of Memristive Stochastic Bidirectional Associative Memory Neural Networks with Mixed Time-Varying Delays via Sampled-Data Control
Joint Authors
Li, Lixiang
Wang, Weiping
Ge, Chao
Luo, Xiong
Zhao, Wenbing
Kurths, Jürgen
Yuan, Manman
Source
Mathematical Problems in Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-24, 24 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-04-30
Country of Publication
Egypt
No. of Pages
24
Main Subjects
Abstract EN
The paper addresses the issue of synchronization of memristive bidirectional associative memory neural networks (MBAMNNs) with mixed time-varying delays and stochastic perturbation via a sampled-data controller.
First, we propose a new model of MBAMNNs with mixed time-varying delays.
In the proposed approach, the mixed delays include time-varying distributed delays and discrete delays.
Second, we design a new method of sampled-data control for the stochastic MBAMNNs.
Traditional control methods lack the capability of reflecting variable synaptic weights.
In this paper, the methods are carefully designed to confirm the synchronization processes are suitable for the feather of the memristor.
Third, sufficient criteria guaranteeing the synchronization of the systems are derived based on the derive-response concept.
Finally, the effectiveness of the proposed mechanism is validated with numerical experiments.
American Psychological Association (APA)
Yuan, Manman& Wang, Weiping& Luo, Xiong& Ge, Chao& Li, Lixiang& Kurths, Jürgen…[et al.]. 2018. Synchronization of a Class of Memristive Stochastic Bidirectional Associative Memory Neural Networks with Mixed Time-Varying Delays via Sampled-Data Control. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-24.
https://search.emarefa.net/detail/BIM-1209558
Modern Language Association (MLA)
Yuan, Manman…[et al.]. Synchronization of a Class of Memristive Stochastic Bidirectional Associative Memory Neural Networks with Mixed Time-Varying Delays via Sampled-Data Control. Mathematical Problems in Engineering No. 2018 (2018), pp.1-24.
https://search.emarefa.net/detail/BIM-1209558
American Medical Association (AMA)
Yuan, Manman& Wang, Weiping& Luo, Xiong& Ge, Chao& Li, Lixiang& Kurths, Jürgen…[et al.]. Synchronization of a Class of Memristive Stochastic Bidirectional Associative Memory Neural Networks with Mixed Time-Varying Delays via Sampled-Data Control. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-24.
https://search.emarefa.net/detail/BIM-1209558
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1209558