Synchronous Behavior for Memristive Synapse-Connected Chay Twin-Neuron Network and Hardware Implementation
Joint Authors
Chen, Mo
Wu, Huagan
Xu, Quan
Tan, Xiao
Zhu, Dong
Zhou, Jie
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-09-11
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Synchronous behavior can be responsible for the function or dysfunction of a neural network.
To employ a memristor with threshold memductance as a bidirectional synapse, a memristive synapse-connected Chay twin-neuron network is constructed.
This paper numerically presents the synchronous behavior for four representative firing activities in the memristive twin-neuron network by utilizing time-domain waveforms, synchronized transition states (STSs), and mean synchronization errors (MSEs).
Indeed, the synchronous behaviors are truly related to the coupling strength and initial condition of the memristor.
Besides, utilizing the powerful XC7Z020 FPGA, a digitally circuit-implemented electro-neuron and the memristive synapse-connected Chay twin-neuron network are made.
Thereafter, the four representative firing activities and their STSs are experimentally captured to further confirm the numerical simulations.
American Psychological Association (APA)
Xu, Quan& Tan, Xiao& Zhu, Dong& Chen, Mo& Zhou, Jie& Wu, Huagan. 2020. Synchronous Behavior for Memristive Synapse-Connected Chay Twin-Neuron Network and Hardware Implementation. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1200951
Modern Language Association (MLA)
Xu, Quan…[et al.]. Synchronous Behavior for Memristive Synapse-Connected Chay Twin-Neuron Network and Hardware Implementation. Mathematical Problems in Engineering No. 2020 (2020), pp.1-12.
https://search.emarefa.net/detail/BIM-1200951
American Medical Association (AMA)
Xu, Quan& Tan, Xiao& Zhu, Dong& Chen, Mo& Zhou, Jie& Wu, Huagan. Synchronous Behavior for Memristive Synapse-Connected Chay Twin-Neuron Network and Hardware Implementation. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-12.
https://search.emarefa.net/detail/BIM-1200951
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1200951