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)....
| Main Authors: | , , |
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| Format: | Proceeding Paper |
| Language: | English English |
| Published: |
2015
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/47026/ 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 |
| _version_ | 1848783071144312832 |
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| 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 |
| building | IIUM Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-14T16:15:31Z |
| format | Proceeding Paper |
| id | iium-47026 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English |
| last_indexed | 2025-11-14T16:15:31Z |
| publishDate | 2015 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-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 Proceeding Paper PeerReviewed 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) |
| spellingShingle | QA75 Electronic computers. Computer science Abdul-Rahman Abed, Bassam Ismail, Amelia Ritahani Abdul Aziz, Normaziah Real time astrocyte in spiking neural network |
| title | 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_short | Real time astrocyte in spiking neural network |
| title_sort | real time astrocyte in spiking neural network |
| topic | QA75 Electronic computers. Computer science |
| url | http://irep.iium.edu.my/47026/ http://irep.iium.edu.my/47026/ 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 |