Electrical activity and synchronization of HR-tabu neuron network coupled by Chua Corsage Memristor
The processing and transmission of biological neural information are jointly completed by the electromagnetic activities of neurons in different brain regions. And memristor is the appropriate candidate for mimicking synapse due to its unique memory function and synapse-like plasticity. Therefore, i...
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Veröffentlicht in: | Nonlinear dynamics 2023-11, Vol.111 (22), p.21333-21350 |
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description | The processing and transmission of biological neural information are jointly completed by the electromagnetic activities of neurons in different brain regions. And memristor is the appropriate candidate for mimicking synapse due to its unique memory function and synapse-like plasticity. Therefore, it is of great significance to explore the electrical behavior of heterogeneous neuron network coupled by memristor. This paper focuses on the electrical activity and synchronization of a bi-neuron network (HR-tabu neuron network) built by coupling Hindmarsh–Rose and tabu learning models with Chua Corsage Memristor (CCM). The electrical activities of HR-tabu network, such as spiking discharge and bursting discharge, are revealed under appropriate external stimuli and coupling strength. Interestingly, we find that the initial value-related state switching of HR-tabu network is associated with the equilibrium states of CCM. In addition, the synchronization behavior of HR-tabu network depending on the coupling strength, external stimuli and system parameters is investigated in detail by analyzing the phase difference and synchronization factor. It is shown that phase synchronization of HR-tabu neuron network can be achieved under small coupling strength, and that complete synchronization can be achieved when the coupling strength is large enough. The obtained results provide possible guidance for regulating the firing activity and synchronous behavior of artificial neurons, and therefore have potential applications in brain science and biomimetics. |
doi_str_mv | 10.1007/s11071-023-08998-3 |
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And memristor is the appropriate candidate for mimicking synapse due to its unique memory function and synapse-like plasticity. Therefore, it is of great significance to explore the electrical behavior of heterogeneous neuron network coupled by memristor. This paper focuses on the electrical activity and synchronization of a bi-neuron network (HR-tabu neuron network) built by coupling Hindmarsh–Rose and tabu learning models with Chua Corsage Memristor (CCM). The electrical activities of HR-tabu network, such as spiking discharge and bursting discharge, are revealed under appropriate external stimuli and coupling strength. Interestingly, we find that the initial value-related state switching of HR-tabu network is associated with the equilibrium states of CCM. In addition, the synchronization behavior of HR-tabu network depending on the coupling strength, external stimuli and system parameters is investigated in detail by analyzing the phase difference and synchronization factor. It is shown that phase synchronization of HR-tabu neuron network can be achieved under small coupling strength, and that complete synchronization can be achieved when the coupling strength is large enough. The obtained results provide possible guidance for regulating the firing activity and synchronous behavior of artificial neurons, and therefore have potential applications in brain science and biomimetics.</description><identifier>ISSN: 0924-090X</identifier><identifier>EISSN: 1573-269X</identifier><identifier>DOI: 10.1007/s11071-023-08998-3</identifier><language>eng</language><publisher>Dordrecht: Springer Netherlands</publisher><subject>Automotive Engineering ; Behavior ; Biomimetics ; Brain ; Classical Mechanics ; Control ; Coupling ; Discharge ; Dynamical Systems ; Energy ; Engineering ; Equilibrium ; Mechanical Engineering ; Memristors ; Nervous system ; Neural networks ; Neurons ; Original Paper ; Radiation ; Signal processing ; Stimuli ; Synchronism ; Vibration</subject><ispartof>Nonlinear dynamics, 2023-11, Vol.111 (22), p.21333-21350</ispartof><rights>The Author(s), under exclusive licence to Springer Nature B.V. 2023. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c319t-2d6551d24b9d62a1de9960c1144977992897c7fffbe38cd6fa405c3fa982ff463</citedby><cites>FETCH-LOGICAL-c319t-2d6551d24b9d62a1de9960c1144977992897c7fffbe38cd6fa405c3fa982ff463</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s11071-023-08998-3$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s11071-023-08998-3$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,41488,42557,51319</link.rule.ids></links><search><creatorcontrib>Li, Chunlai</creatorcontrib><creatorcontrib>Wang, Xuan</creatorcontrib><creatorcontrib>Du, Jianrong</creatorcontrib><creatorcontrib>Li, Zhijun</creatorcontrib><title>Electrical activity and synchronization of HR-tabu neuron network coupled by Chua Corsage Memristor</title><title>Nonlinear dynamics</title><addtitle>Nonlinear Dyn</addtitle><description>The processing and transmission of biological neural information are jointly completed by the electromagnetic activities of neurons in different brain regions. And memristor is the appropriate candidate for mimicking synapse due to its unique memory function and synapse-like plasticity. Therefore, it is of great significance to explore the electrical behavior of heterogeneous neuron network coupled by memristor. This paper focuses on the electrical activity and synchronization of a bi-neuron network (HR-tabu neuron network) built by coupling Hindmarsh–Rose and tabu learning models with Chua Corsage Memristor (CCM). The electrical activities of HR-tabu network, such as spiking discharge and bursting discharge, are revealed under appropriate external stimuli and coupling strength. Interestingly, we find that the initial value-related state switching of HR-tabu network is associated with the equilibrium states of CCM. In addition, the synchronization behavior of HR-tabu network depending on the coupling strength, external stimuli and system parameters is investigated in detail by analyzing the phase difference and synchronization factor. It is shown that phase synchronization of HR-tabu neuron network can be achieved under small coupling strength, and that complete synchronization can be achieved when the coupling strength is large enough. The obtained results provide possible guidance for regulating the firing activity and synchronous behavior of artificial neurons, and therefore have potential applications in brain science and biomimetics.</description><subject>Automotive Engineering</subject><subject>Behavior</subject><subject>Biomimetics</subject><subject>Brain</subject><subject>Classical Mechanics</subject><subject>Control</subject><subject>Coupling</subject><subject>Discharge</subject><subject>Dynamical Systems</subject><subject>Energy</subject><subject>Engineering</subject><subject>Equilibrium</subject><subject>Mechanical Engineering</subject><subject>Memristors</subject><subject>Nervous system</subject><subject>Neural networks</subject><subject>Neurons</subject><subject>Original Paper</subject><subject>Radiation</subject><subject>Signal processing</subject><subject>Stimuli</subject><subject>Synchronism</subject><subject>Vibration</subject><issn>0924-090X</issn><issn>1573-269X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>AFKRA</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNp9kE1LxDAURYMoOI7-AVcB19F8tE2ylDI6giKIwuxCmiYzHTvNmKRK_fVWK7hzdRfvnvvgAHBO8CXBmF9FQjAnCFOGsJBSIHYAZiTnDNFCrg7BDEuaISzx6hicxLjFGDOKxQyYRWtNCo3RLdQmNe9NGqDuahiHzmyC75pPnRrfQe_g8gklXfWws_14GCN9-PAKje_3ra1hNcBy02tY-hD12sIHuwtNTD6cgiOn22jPfnMOXm4Wz-US3T_e3pXX98gwIhOidZHnpKZZJeuCalJbKQtsCMkyybmUVEhuuHOuskyYunA6w7lhTktBncsKNgcX0-4--LfexqS2vg_d-FJRITjJRC7p2KJTywQfY7BO7UOz02FQBKtvmWqSqUaZ6kemYiPEJiiO5W5tw9_0P9QXFXF4nw</recordid><startdate>20231101</startdate><enddate>20231101</enddate><creator>Li, Chunlai</creator><creator>Wang, Xuan</creator><creator>Du, Jianrong</creator><creator>Li, Zhijun</creator><general>Springer Netherlands</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>8FE</scope><scope>8FG</scope><scope>ABJCF</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>HCIFZ</scope><scope>L6V</scope><scope>M7S</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PTHSS</scope></search><sort><creationdate>20231101</creationdate><title>Electrical activity and synchronization of HR-tabu neuron network coupled by Chua Corsage Memristor</title><author>Li, Chunlai ; Wang, Xuan ; Du, Jianrong ; Li, Zhijun</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c319t-2d6551d24b9d62a1de9960c1144977992897c7fffbe38cd6fa405c3fa982ff463</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Automotive Engineering</topic><topic>Behavior</topic><topic>Biomimetics</topic><topic>Brain</topic><topic>Classical Mechanics</topic><topic>Control</topic><topic>Coupling</topic><topic>Discharge</topic><topic>Dynamical Systems</topic><topic>Energy</topic><topic>Engineering</topic><topic>Equilibrium</topic><topic>Mechanical Engineering</topic><topic>Memristors</topic><topic>Nervous system</topic><topic>Neural networks</topic><topic>Neurons</topic><topic>Original Paper</topic><topic>Radiation</topic><topic>Signal processing</topic><topic>Stimuli</topic><topic>Synchronism</topic><topic>Vibration</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Li, Chunlai</creatorcontrib><creatorcontrib>Wang, Xuan</creatorcontrib><creatorcontrib>Du, Jianrong</creatorcontrib><creatorcontrib>Li, Zhijun</creatorcontrib><collection>CrossRef</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Technology Collection</collection><collection>Materials Science & Engineering Collection</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central</collection><collection>Technology Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Engineering Collection</collection><collection>Engineering Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>Engineering Collection</collection><jtitle>Nonlinear dynamics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Li, Chunlai</au><au>Wang, Xuan</au><au>Du, Jianrong</au><au>Li, Zhijun</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Electrical activity and synchronization of HR-tabu neuron network coupled by Chua Corsage Memristor</atitle><jtitle>Nonlinear dynamics</jtitle><stitle>Nonlinear Dyn</stitle><date>2023-11-01</date><risdate>2023</risdate><volume>111</volume><issue>22</issue><spage>21333</spage><epage>21350</epage><pages>21333-21350</pages><issn>0924-090X</issn><eissn>1573-269X</eissn><abstract>The processing and transmission of biological neural information are jointly completed by the electromagnetic activities of neurons in different brain regions. And memristor is the appropriate candidate for mimicking synapse due to its unique memory function and synapse-like plasticity. Therefore, it is of great significance to explore the electrical behavior of heterogeneous neuron network coupled by memristor. This paper focuses on the electrical activity and synchronization of a bi-neuron network (HR-tabu neuron network) built by coupling Hindmarsh–Rose and tabu learning models with Chua Corsage Memristor (CCM). The electrical activities of HR-tabu network, such as spiking discharge and bursting discharge, are revealed under appropriate external stimuli and coupling strength. Interestingly, we find that the initial value-related state switching of HR-tabu network is associated with the equilibrium states of CCM. In addition, the synchronization behavior of HR-tabu network depending on the coupling strength, external stimuli and system parameters is investigated in detail by analyzing the phase difference and synchronization factor. It is shown that phase synchronization of HR-tabu neuron network can be achieved under small coupling strength, and that complete synchronization can be achieved when the coupling strength is large enough. The obtained results provide possible guidance for regulating the firing activity and synchronous behavior of artificial neurons, and therefore have potential applications in brain science and biomimetics.</abstract><cop>Dordrecht</cop><pub>Springer Netherlands</pub><doi>10.1007/s11071-023-08998-3</doi><tpages>18</tpages></addata></record> |
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subjects | Automotive Engineering Behavior Biomimetics Brain Classical Mechanics Control Coupling Discharge Dynamical Systems Energy Engineering Equilibrium Mechanical Engineering Memristors Nervous system Neural networks Neurons Original Paper Radiation Signal processing Stimuli Synchronism Vibration |
title | Electrical activity and synchronization of HR-tabu neuron network coupled by Chua Corsage Memristor |
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