Chaotic-Billiards Optimization Algorithm-Based Optimal FLC Approach for Stability Enhancement of Grid-Tied Wind Power Plants
Globally,wind power plants (WPPs) installations are dramatically increasing, leading to a large-scale integration into the power grids. Huge endeavors are devoted to achieving an efficient operation of WPPs. This paper offers a novel chaotic-billiards optimizer (C-BO) algorithm to properly design th...
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Veröffentlicht in: | IEEE transactions on power systems 2022-09, Vol.37 (5), p.3614-3629 |
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description | Globally,wind power plants (WPPs) installations are dramatically increasing, leading to a large-scale integration into the power grids. Huge endeavors are devoted to achieving an efficient operation of WPPs. This paper offers a novel chaotic-billiards optimizer (C-BO) algorithm to properly design the fuzzy logic control (FLC) strategy for stability enhancement of grid-integrated WPPs. The C-BO algorithm has distinct features such as simple construction, low numbers of parameters required to design, high convergence speed, and low computational burden. The permanent-magnet synchronous generator (PMSG)-based WPP is interlinked into the electric power grid through power converters. A cascaded FLC approach, which is optimally fine-tuned by the C-BO, is offered as the control methodology for these converters. The C-BO algorithm fine-tunes the gain factors of multiple FLCs at a rapid convergence speed. A simulation-based optimization approach is applied, in which the integrated square error criterion is chosen as an objective function. For the sake of preciseness, the PMSG-based WPP is connected to the IEEE 39-bus New England test system. The effectiveness of the optimal FLC using the C-BO algorithm is compared with that achieved using the water cycle algorithm-based optimal FLC, the genetic algorithm-based optimal FLC, and the marine predator algorithm-based optimal proportional-integral controller, taking into account severe grid disturbances. Moreover, real wind speed measured data captured from Zaafarana Station in Egypt are extensively performed in the system studies. The validity of the offered control approach is widely verified by the simulation analyses using the MATLAB/Simulink environment. |
doi_str_mv | 10.1109/TPWRS.2021.3139853 |
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Huge endeavors are devoted to achieving an efficient operation of WPPs. This paper offers a novel chaotic-billiards optimizer (C-BO) algorithm to properly design the fuzzy logic control (FLC) strategy for stability enhancement of grid-integrated WPPs. The C-BO algorithm has distinct features such as simple construction, low numbers of parameters required to design, high convergence speed, and low computational burden. The permanent-magnet synchronous generator (PMSG)-based WPP is interlinked into the electric power grid through power converters. A cascaded FLC approach, which is optimally fine-tuned by the C-BO, is offered as the control methodology for these converters. The C-BO algorithm fine-tunes the gain factors of multiple FLCs at a rapid convergence speed. A simulation-based optimization approach is applied, in which the integrated square error criterion is chosen as an objective function. For the sake of preciseness, the PMSG-based WPP is connected to the IEEE 39-bus New England test system. The effectiveness of the optimal FLC using the C-BO algorithm is compared with that achieved using the water cycle algorithm-based optimal FLC, the genetic algorithm-based optimal FLC, and the marine predator algorithm-based optimal proportional-integral controller, taking into account severe grid disturbances. Moreover, real wind speed measured data captured from Zaafarana Station in Egypt are extensively performed in the system studies. The validity of the offered control approach is widely verified by the simulation analyses using the MATLAB/Simulink environment.</description><identifier>ISSN: 0885-8950</identifier><identifier>EISSN: 1558-0679</identifier><identifier>DOI: 10.1109/TPWRS.2021.3139853</identifier><identifier>CODEN: ITPSEG</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Algorithms ; Billiards ; Chaotic-billiards optimizer algorithm ; Control methods ; Convergence ; Design optimization ; Design parameters ; Electric power grids ; Electricity distribution ; Fuzzy control ; Fuzzy logic ; Genetic algorithms ; Optimization ; Permanent magnets ; PI control ; Power converters ; power electronic converters ; Power plants ; power system control and dynamics ; Power system stability ; Power systems ; Proportional integral ; Voltage control ; Wind power ; Wind power generation ; wind power plants ; Wind speed</subject><ispartof>IEEE transactions on power systems, 2022-09, Vol.37 (5), p.3614-3629</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2022</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c295t-af006d62af0143038ee3ede4613f6423c1ae508a18433e8c03d0b110eb97c9c33</citedby><cites>FETCH-LOGICAL-c295t-af006d62af0143038ee3ede4613f6423c1ae508a18433e8c03d0b110eb97c9c33</cites><orcidid>0000-0001-6695-5342 ; 0000-0002-6629-5134 ; 0000-0001-6668-8256 ; 0000-0001-6595-6423</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9667266$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,777,781,793,27905,27906,54739</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/9667266$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Soliman, Mahmoud A.</creatorcontrib><creatorcontrib>Hasanien, Hany M.</creatorcontrib><creatorcontrib>Moursi, Mohamed Shawky El</creatorcontrib><creatorcontrib>Al-Durra, Ahmed</creatorcontrib><title>Chaotic-Billiards Optimization Algorithm-Based Optimal FLC Approach for Stability Enhancement of Grid-Tied Wind Power Plants</title><title>IEEE transactions on power systems</title><addtitle>TPWRS</addtitle><description>Globally,wind power plants (WPPs) installations are dramatically increasing, leading to a large-scale integration into the power grids. Huge endeavors are devoted to achieving an efficient operation of WPPs. This paper offers a novel chaotic-billiards optimizer (C-BO) algorithm to properly design the fuzzy logic control (FLC) strategy for stability enhancement of grid-integrated WPPs. The C-BO algorithm has distinct features such as simple construction, low numbers of parameters required to design, high convergence speed, and low computational burden. The permanent-magnet synchronous generator (PMSG)-based WPP is interlinked into the electric power grid through power converters. A cascaded FLC approach, which is optimally fine-tuned by the C-BO, is offered as the control methodology for these converters. The C-BO algorithm fine-tunes the gain factors of multiple FLCs at a rapid convergence speed. A simulation-based optimization approach is applied, in which the integrated square error criterion is chosen as an objective function. For the sake of preciseness, the PMSG-based WPP is connected to the IEEE 39-bus New England test system. The effectiveness of the optimal FLC using the C-BO algorithm is compared with that achieved using the water cycle algorithm-based optimal FLC, the genetic algorithm-based optimal FLC, and the marine predator algorithm-based optimal proportional-integral controller, taking into account severe grid disturbances. Moreover, real wind speed measured data captured from Zaafarana Station in Egypt are extensively performed in the system studies. The validity of the offered control approach is widely verified by the simulation analyses using the MATLAB/Simulink environment.</description><subject>Algorithms</subject><subject>Billiards</subject><subject>Chaotic-billiards optimizer algorithm</subject><subject>Control methods</subject><subject>Convergence</subject><subject>Design optimization</subject><subject>Design parameters</subject><subject>Electric power grids</subject><subject>Electricity distribution</subject><subject>Fuzzy control</subject><subject>Fuzzy logic</subject><subject>Genetic algorithms</subject><subject>Optimization</subject><subject>Permanent magnets</subject><subject>PI control</subject><subject>Power converters</subject><subject>power electronic converters</subject><subject>Power plants</subject><subject>power system control and dynamics</subject><subject>Power system stability</subject><subject>Power systems</subject><subject>Proportional integral</subject><subject>Voltage control</subject><subject>Wind power</subject><subject>Wind power generation</subject><subject>wind power plants</subject><subject>Wind speed</subject><issn>0885-8950</issn><issn>1558-0679</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kFFPwjAUhRujiYj-AX1p4vOwXbfRPgIBNCGBCIbHpXR3rmSss60xGH-8xRGf7sM5595zP4TuKRlQSsTTZrV9XQ9iEtMBo0zwlF2gHk1THpFsKC5Rj3CeRlyk5BrdOLcnhGRB6KGfSSWN1yoa67rW0hYOL1uvD_pbem0aPKrfjdW-OkRj6aDoRFnj2WKCR21rjVQVLo3Fay93utb-iKdNJRsFB2g8NiWeW11EGx2yW90UeGW-wOJVLRvvbtFVKWsHd-fZR2-z6WbyHC2W85fJaBGpWKQ-kmVoW2RxmDRhhHEABgUkGWVllsRMUQkp4ZLyhDHgirCC7AIW2ImhEoqxPnrs9oa-H5_gfL43n7YJJ_N4SBISeIk0uOLOpaxxzkKZtzb8ao85JfmJcv5HOT9Rzs-UQ-ihC2kA-A-IADfOMvYLfud5qA</recordid><startdate>20220901</startdate><enddate>20220901</enddate><creator>Soliman, Mahmoud A.</creator><creator>Hasanien, Hany M.</creator><creator>Moursi, Mohamed Shawky El</creator><creator>Al-Durra, Ahmed</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SP</scope><scope>7TB</scope><scope>8FD</scope><scope>FR3</scope><scope>KR7</scope><scope>L7M</scope><orcidid>https://orcid.org/0000-0001-6695-5342</orcidid><orcidid>https://orcid.org/0000-0002-6629-5134</orcidid><orcidid>https://orcid.org/0000-0001-6668-8256</orcidid><orcidid>https://orcid.org/0000-0001-6595-6423</orcidid></search><sort><creationdate>20220901</creationdate><title>Chaotic-Billiards Optimization Algorithm-Based Optimal FLC Approach for Stability Enhancement of Grid-Tied Wind Power Plants</title><author>Soliman, Mahmoud A. ; Hasanien, Hany M. ; Moursi, Mohamed Shawky El ; Al-Durra, Ahmed</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c295t-af006d62af0143038ee3ede4613f6423c1ae508a18433e8c03d0b110eb97c9c33</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Algorithms</topic><topic>Billiards</topic><topic>Chaotic-billiards optimizer algorithm</topic><topic>Control methods</topic><topic>Convergence</topic><topic>Design optimization</topic><topic>Design parameters</topic><topic>Electric power grids</topic><topic>Electricity distribution</topic><topic>Fuzzy control</topic><topic>Fuzzy logic</topic><topic>Genetic algorithms</topic><topic>Optimization</topic><topic>Permanent magnets</topic><topic>PI control</topic><topic>Power converters</topic><topic>power electronic converters</topic><topic>Power plants</topic><topic>power system control and dynamics</topic><topic>Power system stability</topic><topic>Power systems</topic><topic>Proportional integral</topic><topic>Voltage control</topic><topic>Wind power</topic><topic>Wind power generation</topic><topic>wind power plants</topic><topic>Wind speed</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Soliman, Mahmoud A.</creatorcontrib><creatorcontrib>Hasanien, Hany M.</creatorcontrib><creatorcontrib>Moursi, Mohamed Shawky El</creatorcontrib><creatorcontrib>Al-Durra, Ahmed</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Electronics & Communications Abstracts</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Technology Research Database</collection><collection>Engineering Research Database</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>IEEE transactions on power systems</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Soliman, Mahmoud A.</au><au>Hasanien, Hany M.</au><au>Moursi, Mohamed Shawky El</au><au>Al-Durra, Ahmed</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Chaotic-Billiards Optimization Algorithm-Based Optimal FLC Approach for Stability Enhancement of Grid-Tied Wind Power Plants</atitle><jtitle>IEEE transactions on power systems</jtitle><stitle>TPWRS</stitle><date>2022-09-01</date><risdate>2022</risdate><volume>37</volume><issue>5</issue><spage>3614</spage><epage>3629</epage><pages>3614-3629</pages><issn>0885-8950</issn><eissn>1558-0679</eissn><coden>ITPSEG</coden><abstract>Globally,wind power plants (WPPs) installations are dramatically increasing, leading to a large-scale integration into the power grids. Huge endeavors are devoted to achieving an efficient operation of WPPs. This paper offers a novel chaotic-billiards optimizer (C-BO) algorithm to properly design the fuzzy logic control (FLC) strategy for stability enhancement of grid-integrated WPPs. The C-BO algorithm has distinct features such as simple construction, low numbers of parameters required to design, high convergence speed, and low computational burden. The permanent-magnet synchronous generator (PMSG)-based WPP is interlinked into the electric power grid through power converters. A cascaded FLC approach, which is optimally fine-tuned by the C-BO, is offered as the control methodology for these converters. The C-BO algorithm fine-tunes the gain factors of multiple FLCs at a rapid convergence speed. A simulation-based optimization approach is applied, in which the integrated square error criterion is chosen as an objective function. For the sake of preciseness, the PMSG-based WPP is connected to the IEEE 39-bus New England test system. The effectiveness of the optimal FLC using the C-BO algorithm is compared with that achieved using the water cycle algorithm-based optimal FLC, the genetic algorithm-based optimal FLC, and the marine predator algorithm-based optimal proportional-integral controller, taking into account severe grid disturbances. Moreover, real wind speed measured data captured from Zaafarana Station in Egypt are extensively performed in the system studies. The validity of the offered control approach is widely verified by the simulation analyses using the MATLAB/Simulink environment.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TPWRS.2021.3139853</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0001-6695-5342</orcidid><orcidid>https://orcid.org/0000-0002-6629-5134</orcidid><orcidid>https://orcid.org/0000-0001-6668-8256</orcidid><orcidid>https://orcid.org/0000-0001-6595-6423</orcidid></addata></record> |
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subjects | Algorithms Billiards Chaotic-billiards optimizer algorithm Control methods Convergence Design optimization Design parameters Electric power grids Electricity distribution Fuzzy control Fuzzy logic Genetic algorithms Optimization Permanent magnets PI control Power converters power electronic converters Power plants power system control and dynamics Power system stability Power systems Proportional integral Voltage control Wind power Wind power generation wind power plants Wind speed |
title | Chaotic-Billiards Optimization Algorithm-Based Optimal FLC Approach for Stability Enhancement of Grid-Tied Wind Power Plants |
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