{"id":"https://openalex.org/W7119981380","doi":"https://doi.org/10.1002/9781394393022.ch12","title":"AI\u2010Enhanced Reactive Power Compensation in Weak Grids Integrating Wind Energy Systems","display_name":"AI\u2010Enhanced Reactive Power Compensation in Weak Grids Integrating Wind Energy Systems","publication_year":2026,"publication_date":"2026-01-09","ids":{"openalex":"https://openalex.org/W7119981380","doi":"https://doi.org/10.1002/9781394393022.ch12"},"language":"en","primary_location":{"id":"doi:10.1002/9781394393022.ch12","doi":"https://doi.org/10.1002/9781394393022.ch12","is_oa":false,"landing_page_url":"https://doi.org/10.1002/9781394393022.ch12","pdf_url":null,"source":{"id":"https://openalex.org/S4306464293","display_name":"Wiley eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Trust, Risk, and Security Management","raw_type":"other"},"volume":{"id":"https://openalex.org/W7119960778","display_name":"AI Trust, Risk, and Security Management"},"type":"book-chapter","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020294274","display_name":"Rajasekharan Rajasree","orcid":"https://orcid.org/0000-0003-3457-6326","observed_orcids":["https://orcid.org/0000-0003-3457-6326"]},"institutions":[{"id":"https://openalex.org/I34628043","display_name":"AMET University","ror":"https://ror.org/05dpv4c71","country_code":"IN","type":"education","lineage":["https://openalex.org/I34628043"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R. Rajasree","raw_affiliation_strings":["Department of EEE, AMET Deemed to be University, Chennai, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of EEE, AMET Deemed to be University, Chennai, India","institution_ids":["https://openalex.org/I34628043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122642279","display_name":"D. Lakshmi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I34628043","display_name":"AMET University","ror":"https://ror.org/05dpv4c71","country_code":"IN","type":"education","lineage":["https://openalex.org/I34628043"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"D. Lakshmi","raw_affiliation_strings":["Department of EEE, AMET Deemed to be University, Chennai, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of EEE, AMET Deemed to be University, Chennai, India","institution_ids":["https://openalex.org/I34628043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107136021","display_name":"K. Stalin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I34628043","display_name":"AMET University","ror":"https://ror.org/05dpv4c71","country_code":"IN","type":"education","lineage":["https://openalex.org/I34628043"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Stalin","raw_affiliation_strings":["Department of Marine, AMET Deemed to be University, Chennai, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Marine, AMET Deemed to be University, Chennai, India","institution_ids":["https://openalex.org/I34628043"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121924506","display_name":"R. K. Padmashini","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I34628043","display_name":"AMET University","ror":"https://ror.org/05dpv4c71","country_code":"IN","type":"education","lineage":["https://openalex.org/I34628043"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R.K. Padmashini","raw_affiliation_strings":["Department of EEE, AMET Deemed to be University, Chennai, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of EEE, AMET Deemed to be University, Chennai, India","institution_ids":["https://openalex.org/I34628043"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I34628043"],"apc_list":null,"apc_paid":null,"fwci":53.3802,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.99643853,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"279","last_page":"303"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10740","display_name":"Wind Turbine Control Systems","score":0.40230000019073486,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10740","display_name":"Wind Turbine Control Systems","score":0.40230000019073486,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14444","display_name":"Power Systems and Renewable Energy","score":0.2069000005722046,"subfield":{"id":"https://openalex.org/subfields/2102","display_name":"Energy Engineering and Power Technology"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10305","display_name":"Power System Optimization and Stability","score":0.13279999792575836,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reactive-power-compensation","display_name":"reactive power compensation","score":1.0},{"id":"https://openalex.org/keywords/weak-grid","display_name":"weak grid","score":0.8320000171661377},{"id":"https://openalex.org/keywords/wind-power-integration","display_name":"wind power integration","score":0.9700000286102295},{"id":"https://openalex.org/keywords/voltage-stability","display_name":"voltage stability","score":0.9549999833106995},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.8029999732971191},{"id":"https://openalex.org/keywords/machine-learning-predictive-models","display_name":"machine learning predictive models","score":0.8650000095367432},{"id":"https://openalex.org/keywords/risk-management","display_name":"risk management","score":0.6000000238418579},{"id":"https://openalex.org/keywords/voltage-fluctuation","display_name":"voltage fluctuation","score":0.6499999761581421},{"id":"https://openalex.org/keywords/renewable-energy-integration","display_name":"renewable energy integration","score":0.5389999747276306}],"concepts":[{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.7358999848365784},{"id":"https://openalex.org/C108755667","wikidata":"https://www.wikidata.org/wiki/Q1930258","display_name":"AC power","level":3,"score":0.6956999897956848},{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.6236000061035156},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5787000060081482},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.5601999759674072},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.5227000117301941},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5199000239372253},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.4505000114440918},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.42309999465942383},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.39980000257492065},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.3847000002861023},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.37619999051094055},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3725999891757965},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.37119999527931213},{"id":"https://openalex.org/C544738498","wikidata":"https://www.wikidata.org/wiki/Q861135","display_name":"Distributed generation","level":3,"score":0.3467000126838684},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.34220001101493835},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.3140000104904175},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3018999993801117},{"id":"https://openalex.org/C2781260460","wikidata":"https://www.wikidata.org/wiki/Q6139999","display_name":"Energy management system","level":4,"score":0.28060001134872437},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.28040000796318054},{"id":"https://openalex.org/C116219307","wikidata":"https://www.wikidata.org/wiki/Q7236625","display_name":"Power system simulation","level":4,"score":0.26249998807907104}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/9781394393022.ch12","doi":"https://doi.org/10.1002/9781394393022.ch12","is_oa":false,"landing_page_url":"https://doi.org/10.1002/9781394393022.ch12","pdf_url":null,"source":{"id":"https://openalex.org/S4306464293","display_name":"Wiley eBooks","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"ebook platform"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI Trust, Risk, and Security Management","raw_type":"other"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":1.0},{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":1.0}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2969575373","https://openalex.org/W3001576933","https://openalex.org/W3039076335","https://openalex.org/W3080831540","https://openalex.org/W3091738834","https://openalex.org/W3112413141","https://openalex.org/W3158641223","https://openalex.org/W3208273960","https://openalex.org/W4214888134","https://openalex.org/W4220761239","https://openalex.org/W4283319922","https://openalex.org/W4288032588","https://openalex.org/W4308499891","https://openalex.org/W4311946101","https://openalex.org/W4313419215","https://openalex.org/W4313889722","https://openalex.org/W4317470277","https://openalex.org/W4319032481","https://openalex.org/W4320495796","https://openalex.org/W4321022112","https://openalex.org/W4367610485","https://openalex.org/W4379230382","https://openalex.org/W4382203150","https://openalex.org/W4383070579","https://openalex.org/W4385886782","https://openalex.org/W4386951851","https://openalex.org/W4389151753","https://openalex.org/W4390496533","https://openalex.org/W4391360415","https://openalex.org/W4400324377"],"related_works":["https://openalex.org/W4372292088","https://openalex.org/W4400466992","https://openalex.org/W3186084693","https://openalex.org/W4413255956","https://openalex.org/W7125687324","https://openalex.org/W4415614364","https://openalex.org/W4408018663","https://openalex.org/W4409609434","https://openalex.org/W7218298807","https://openalex.org/W2389598421"],"abstract_inverted_index":{"Voltage":[0],"stability":[1],"and":[2,40,62,80,88,110,134,138],"reactive":[3,21,52],"power":[4,22,53,121],"changes":[5],"provide":[6],"issues":[7],"for":[8,124],"wind":[9,29,63,140],"energy":[10,30,64,127,141],"systems":[11,31],"that":[12],"enhance":[13],"a":[14,38,119],"weak":[15,25],"grid.":[16],"The":[17,43,115],"problem":[18],"of":[19,57,69,107],"improving":[20],"compensation":[23],"in":[24,34,37,55,59],"grid":[26,61,82,90,132],"conditions":[27],"using":[28],"is":[32],"discussed":[33],"this":[35],"research":[36],"practical":[39,120],"risk-aware":[41],"approach.":[42],"system":[44,77,122],"employs":[45],"artificial":[46],"intelligence":[47],"(AI)":[48],"techniques":[49],"to":[50,73,84],"study":[51],"requirements":[54],"light":[56],"variability":[58],"the":[60,67,76,96,105],"output.":[65],"Through":[66,92],"application":[68],"machine":[70],"learning":[71],"algorithms":[72],"predictive":[74],"models,":[75],"dynamically":[78],"identifies":[79],"corrects":[81],"modifications":[83],"minimize":[85],"voltage":[86,136],"instability":[87],"secure":[89],"results.":[91],"risk":[93],"management":[94],"practices":[95],"proposed":[97],"approach":[98],"provides":[99,118],"substantial":[100],"reliability":[101,106],"value":[102],"by":[103],"evaluating":[104],"configured":[108],"models":[109],"creating":[111],"sound":[112],"decision":[113],"processes.":[114],"presented":[116],"solution":[117],"design":[123],"high":[125],"renewable":[126],"applications":[128],"because":[129],"it":[130],"improves":[131],"performance":[133],"reduces":[135],"fluctuations":[137],"enhances":[139],"integration":[142],"when":[143],"grids":[144],"experience":[145],"weakness.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-01-10T00:00:00"}
