Finite-time and fixed-time anti-synchronization of Markovian neural networks with stochastic disturbances via switching control

This paper proposes a unified theoretical framework to study the problem of finite/fixed-time drive–response anti-synchronization for a class of Markovian stochastic neural networks. State feedback switching controllers without the sign function are designed to achieve the finite/fixed-time anti-syn...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Neural networks 2020-03, Vol.123, p.1-11
Hauptverfasser: Wan, Peng, Sun, Dihua, Zhao, Min
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 11
container_issue
container_start_page 1
container_title Neural networks
container_volume 123
creator Wan, Peng
Sun, Dihua
Zhao, Min
description This paper proposes a unified theoretical framework to study the problem of finite/fixed-time drive–response anti-synchronization for a class of Markovian stochastic neural networks. State feedback switching controllers without the sign function are designed to achieve the finite/fixed-time anti-synchronization of the addressed systems. Compared with the existing synchronization criteria, our results indicate that the controllers via the switching control without the sign function are given with less conservativeness, and the controllers without any sign function can deal with the chattering problem. By employing Lyapunov functional method and properties of the Weiner process, several finite/fixed-time synchronization criteria are presented and the corresponding settling times are calculated as well. Finally, three numerical examples are provided to illustrate the effectiveness of the theoretical results.
doi_str_mv 10.1016/j.neunet.2019.11.012
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2322804866</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0893608019303521</els_id><sourcerecordid>2322804866</sourcerecordid><originalsourceid>FETCH-LOGICAL-c362t-52ca307ba748c87f2cdf2aaac8f177371a1155304dab5cc2411bb200eb5feb583</originalsourceid><addsrcrecordid>eNp9kE1PFTEUhhsikSv4D4zp0s2MPe189G5MDAExwbiBddM50-Gey9wW2w6IG_86JRdcumhOmjzv-XgY-wCiBgHd523t3eJdrqWAdQ1QC5AHbAW6X1ey1_INWwm9VlUntDhi71LaCiE63ai37EiBBrmW7Yr9PSdP2VWZdo5bP_KJfrvx9ZupSo8eNzF4-mMzBc_DxH_YeBvuyXpeNoh2LiU_hHib-APlDU854MamTMhHSnmJg_XoEi8JngqBG_I3HIPPMcwn7HCyc3LvX-oxuz4_uzq9qC5_fvt--vWyQtXJXLUSrRL9YPtGo-4nieMkrbWoJ-h71YMFaFslmtEOLaJsAIZBCuGGdipPq2P2ad_3LoZfi0vZ7Cihm2frXViSkUpKLRrddQVt9ijGkFJ0k7mLtLPx0YAwz-rN1uzVm2f1BsAU9SX28WXCMuzc-C_06roAX_aAK3fek4smIbmiZqToMJsx0P8nPAFaeprP</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2322804866</pqid></control><display><type>article</type><title>Finite-time and fixed-time anti-synchronization of Markovian neural networks with stochastic disturbances via switching control</title><source>ScienceDirect Journals (5 years ago - present)</source><creator>Wan, Peng ; Sun, Dihua ; Zhao, Min</creator><creatorcontrib>Wan, Peng ; Sun, Dihua ; Zhao, Min</creatorcontrib><description>This paper proposes a unified theoretical framework to study the problem of finite/fixed-time drive–response anti-synchronization for a class of Markovian stochastic neural networks. State feedback switching controllers without the sign function are designed to achieve the finite/fixed-time anti-synchronization of the addressed systems. Compared with the existing synchronization criteria, our results indicate that the controllers via the switching control without the sign function are given with less conservativeness, and the controllers without any sign function can deal with the chattering problem. By employing Lyapunov functional method and properties of the Weiner process, several finite/fixed-time synchronization criteria are presented and the corresponding settling times are calculated as well. Finally, three numerical examples are provided to illustrate the effectiveness of the theoretical results.</description><identifier>ISSN: 0893-6080</identifier><identifier>EISSN: 1879-2782</identifier><identifier>DOI: 10.1016/j.neunet.2019.11.012</identifier><identifier>PMID: 31812925</identifier><language>eng</language><publisher>United States: Elsevier Ltd</publisher><subject>Finite-time synchronization ; Fixed-time synchronization ; Markovian neural networks ; Stochastic disturbance ; Switching control</subject><ispartof>Neural networks, 2020-03, Vol.123, p.1-11</ispartof><rights>2019 Elsevier Ltd</rights><rights>Copyright © 2019 Elsevier Ltd. All rights reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c362t-52ca307ba748c87f2cdf2aaac8f177371a1155304dab5cc2411bb200eb5feb583</citedby><cites>FETCH-LOGICAL-c362t-52ca307ba748c87f2cdf2aaac8f177371a1155304dab5cc2411bb200eb5feb583</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.neunet.2019.11.012$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>314,780,784,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31812925$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wan, Peng</creatorcontrib><creatorcontrib>Sun, Dihua</creatorcontrib><creatorcontrib>Zhao, Min</creatorcontrib><title>Finite-time and fixed-time anti-synchronization of Markovian neural networks with stochastic disturbances via switching control</title><title>Neural networks</title><addtitle>Neural Netw</addtitle><description>This paper proposes a unified theoretical framework to study the problem of finite/fixed-time drive–response anti-synchronization for a class of Markovian stochastic neural networks. State feedback switching controllers without the sign function are designed to achieve the finite/fixed-time anti-synchronization of the addressed systems. Compared with the existing synchronization criteria, our results indicate that the controllers via the switching control without the sign function are given with less conservativeness, and the controllers without any sign function can deal with the chattering problem. By employing Lyapunov functional method and properties of the Weiner process, several finite/fixed-time synchronization criteria are presented and the corresponding settling times are calculated as well. Finally, three numerical examples are provided to illustrate the effectiveness of the theoretical results.</description><subject>Finite-time synchronization</subject><subject>Fixed-time synchronization</subject><subject>Markovian neural networks</subject><subject>Stochastic disturbance</subject><subject>Switching control</subject><issn>0893-6080</issn><issn>1879-2782</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNp9kE1PFTEUhhsikSv4D4zp0s2MPe189G5MDAExwbiBddM50-Gey9wW2w6IG_86JRdcumhOmjzv-XgY-wCiBgHd523t3eJdrqWAdQ1QC5AHbAW6X1ey1_INWwm9VlUntDhi71LaCiE63ai37EiBBrmW7Yr9PSdP2VWZdo5bP_KJfrvx9ZupSo8eNzF4-mMzBc_DxH_YeBvuyXpeNoh2LiU_hHib-APlDU854MamTMhHSnmJg_XoEi8JngqBG_I3HIPPMcwn7HCyc3LvX-oxuz4_uzq9qC5_fvt--vWyQtXJXLUSrRL9YPtGo-4nieMkrbWoJ-h71YMFaFslmtEOLaJsAIZBCuGGdipPq2P2ad_3LoZfi0vZ7Cihm2frXViSkUpKLRrddQVt9ijGkFJ0k7mLtLPx0YAwz-rN1uzVm2f1BsAU9SX28WXCMuzc-C_06roAX_aAK3fek4smIbmiZqToMJsx0P8nPAFaeprP</recordid><startdate>202003</startdate><enddate>202003</enddate><creator>Wan, Peng</creator><creator>Sun, Dihua</creator><creator>Zhao, Min</creator><general>Elsevier Ltd</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>202003</creationdate><title>Finite-time and fixed-time anti-synchronization of Markovian neural networks with stochastic disturbances via switching control</title><author>Wan, Peng ; Sun, Dihua ; Zhao, Min</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c362t-52ca307ba748c87f2cdf2aaac8f177371a1155304dab5cc2411bb200eb5feb583</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Finite-time synchronization</topic><topic>Fixed-time synchronization</topic><topic>Markovian neural networks</topic><topic>Stochastic disturbance</topic><topic>Switching control</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wan, Peng</creatorcontrib><creatorcontrib>Sun, Dihua</creatorcontrib><creatorcontrib>Zhao, Min</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Neural networks</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wan, Peng</au><au>Sun, Dihua</au><au>Zhao, Min</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Finite-time and fixed-time anti-synchronization of Markovian neural networks with stochastic disturbances via switching control</atitle><jtitle>Neural networks</jtitle><addtitle>Neural Netw</addtitle><date>2020-03</date><risdate>2020</risdate><volume>123</volume><spage>1</spage><epage>11</epage><pages>1-11</pages><issn>0893-6080</issn><eissn>1879-2782</eissn><abstract>This paper proposes a unified theoretical framework to study the problem of finite/fixed-time drive–response anti-synchronization for a class of Markovian stochastic neural networks. State feedback switching controllers without the sign function are designed to achieve the finite/fixed-time anti-synchronization of the addressed systems. Compared with the existing synchronization criteria, our results indicate that the controllers via the switching control without the sign function are given with less conservativeness, and the controllers without any sign function can deal with the chattering problem. By employing Lyapunov functional method and properties of the Weiner process, several finite/fixed-time synchronization criteria are presented and the corresponding settling times are calculated as well. Finally, three numerical examples are provided to illustrate the effectiveness of the theoretical results.</abstract><cop>United States</cop><pub>Elsevier Ltd</pub><pmid>31812925</pmid><doi>10.1016/j.neunet.2019.11.012</doi><tpages>11</tpages></addata></record>
fulltext fulltext
identifier ISSN: 0893-6080
ispartof Neural networks, 2020-03, Vol.123, p.1-11
issn 0893-6080
1879-2782
language eng
recordid cdi_proquest_miscellaneous_2322804866
source ScienceDirect Journals (5 years ago - present)
subjects Finite-time synchronization
Fixed-time synchronization
Markovian neural networks
Stochastic disturbance
Switching control
title Finite-time and fixed-time anti-synchronization of Markovian neural networks with stochastic disturbances via switching control
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-06T02%3A49%3A52IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Finite-time%20and%20fixed-time%20anti-synchronization%20of%20Markovian%20neural%20networks%20with%20stochastic%20disturbances%20via%20switching%20control&rft.jtitle=Neural%20networks&rft.au=Wan,%20Peng&rft.date=2020-03&rft.volume=123&rft.spage=1&rft.epage=11&rft.pages=1-11&rft.issn=0893-6080&rft.eissn=1879-2782&rft_id=info:doi/10.1016/j.neunet.2019.11.012&rft_dat=%3Cproquest_cross%3E2322804866%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2322804866&rft_id=info:pmid/31812925&rft_els_id=S0893608019303521&rfr_iscdi=true