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Real time astrocyte in spiking neural network

Astrocytes, one type of glial cells, are considered to be an active partner to neurons in processing information of Central Nervous System (CNS). Therefore, studying the interaction between the astrocytes and neurons is important to create a novel model for Artificial Neuron-Glial Networks (ANGN)....

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Main Authors:	Abdul-Rahman Abed, Bassam, Ismail, Amelia Ritahani, Abdul Aziz, Normaziah
格式:	Conference or Workshop Item
語言:	English English
出版:	2015
主題:	QA75 Electronic computers. Computer science
在線閱讀:	http://irep.iium.edu.my/47026/1/40726.pdf http://irep.iium.edu.my/47026/4/47026_Real%20time%20astrocyte%20in%20spiking%20neural%20network_scopus.pdf http://irep.iium.edu.my/47026/ http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7361196&filter=AND(p_Publication_Number:7347192)
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id	my.iium.irep.47026
record_format	dspace
spelling	my.iium.irep.470262017-09-18T09:08:03Z http://irep.iium.edu.my/47026/ Real time astrocyte in spiking neural network Abdul-Rahman Abed, Bassam Ismail, Amelia Ritahani Abdul Aziz, Normaziah QA75 Electronic computers. Computer science Astrocytes, one type of glial cells, are considered to be an active partner to neurons in processing information of Central Nervous System (CNS). Therefore, studying the interaction between the astrocytes and neurons is important to create a novel model for Artificial Neuron-Glial Networks (ANGN). In this paper, a novel model for (ANGN) is proposed to model the real time interaction between Astrocytes and neurons by using Spiking Neural Networks (SNNs) and mathematical models for astrocyte-neuron interaction. How could this proposed model will be biologically inspired to model the real time interaction between astrocytes and neurons and to improve the performance of the SNN? However, these mathematical models are generalized and simplified to be used in the proposed network. The performance of the proposed network was compared with standard SNN and the simulation results showed that the proposed model evoked more spikes to fire whenever astrocytes were activating in a time window. This indicates that astrocytes are playing significant roles in processing information of the ANGN. 2015-11-10 Conference or Workshop Item REM application/pdf en http://irep.iium.edu.my/47026/1/40726.pdf application/pdf en http://irep.iium.edu.my/47026/4/47026_Real%20time%20astrocyte%20in%20spiking%20neural%20network_scopus.pdf Abdul-Rahman Abed, Bassam and Ismail, Amelia Ritahani and Abdul Aziz, Normaziah (2015) Real time astrocyte in spiking neural network. In: 2015 SAI Intelligent Systems Conference (IntelliSys 2015), 10th-11th Nov. 2015, London, United Kingdom. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7361196&filter=AND(p_Publication_Number:7347192)
institution	Universiti Islam Antarabangsa Malaysia
building	IIUM Library
collection	Institutional Repository
continent	Asia
country	Malaysia
content_provider	International Islamic University Malaysia
content_source	IIUM Repository (IREP)
url_provider	http://irep.iium.edu.my/
language	English English
topic	QA75 Electronic computers. Computer science
spellingShingle	QA75 Electronic computers. Computer science Abdul-Rahman Abed, Bassam Ismail, Amelia Ritahani Abdul Aziz, Normaziah Real time astrocyte in spiking neural network
description	Astrocytes, one type of glial cells, are considered to be an active partner to neurons in processing information of Central Nervous System (CNS). Therefore, studying the interaction between the astrocytes and neurons is important to create a novel model for Artificial Neuron-Glial Networks (ANGN). In this paper, a novel model for (ANGN) is proposed to model the real time interaction between Astrocytes and neurons by using Spiking Neural Networks (SNNs) and mathematical models for astrocyte-neuron interaction. How could this proposed model will be biologically inspired to model the real time interaction between astrocytes and neurons and to improve the performance of the SNN? However, these mathematical models are generalized and simplified to be used in the proposed network. The performance of the proposed network was compared with standard SNN and the simulation results showed that the proposed model evoked more spikes to fire whenever astrocytes were activating in a time window. This indicates that astrocytes are playing significant roles in processing information of the ANGN.
format	Conference or Workshop Item
author	Abdul-Rahman Abed, Bassam Ismail, Amelia Ritahani Abdul Aziz, Normaziah
author_facet	Abdul-Rahman Abed, Bassam Ismail, Amelia Ritahani Abdul Aziz, Normaziah
author_sort	Abdul-Rahman Abed, Bassam
title	Real time astrocyte in spiking neural network
title_short	Real time astrocyte in spiking neural network
title_full	Real time astrocyte in spiking neural network
title_fullStr	Real time astrocyte in spiking neural network
title_full_unstemmed	Real time astrocyte in spiking neural network
title_sort	real time astrocyte in spiking neural network
publishDate	2015
url	http://irep.iium.edu.my/47026/1/40726.pdf http://irep.iium.edu.my/47026/4/47026_Real%20time%20astrocyte%20in%20spiking%20neural%20network_scopus.pdf http://irep.iium.edu.my/47026/ http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7361196&filter=AND(p_Publication_Number:7347192)
_version_	1643613109781266432
score	13.250345

Real time astrocyte in spiking neural network

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