{"id":"https://openalex.org/W4292070354","doi":"https://doi.org/10.23919/ecc55457.2022.9838151","title":"Intelligent Wind Farm Control via Grouping-Based Reinforcement Learning","display_name":"Intelligent Wind Farm Control via Grouping-Based Reinforcement Learning","publication_year":2022,"publication_date":"2022-07-12","ids":{"openalex":"https://openalex.org/W4292070354","doi":"https://doi.org/10.23919/ecc55457.2022.9838151"},"language":"en","primary_location":{"id":"doi:10.23919/ecc55457.2022.9838151","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ecc55457.2022.9838151","pdf_url":null,"source":{"id":"https://openalex.org/S4363607908","display_name":"2022 European Control Conference (ECC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 European Control Conference (ECC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5018165929","display_name":"Hongyang Dong","orcid":"https://orcid.org/0000-0003-4302-5323"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hongyang Dong","raw_affiliation_strings":["School of Engineering, University of Warwick,Intelligent Control and Smart Energy (ICSE) Group,Coventry,UK,CV4 7AL"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Warwick,Intelligent Control and Smart Energy (ICSE) Group,Coventry,UK,CV4 7AL","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000635250","display_name":"Xiaowei Zhao","orcid":"https://orcid.org/0000-0002-1182-4502"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xiaowei Zhao","raw_affiliation_strings":["School of Engineering, University of Warwick,Intelligent Control and Smart Energy (ICSE) Group,Coventry,UK,CV4 7AL"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Warwick,Intelligent Control and Smart Energy (ICSE) Group,Coventry,UK,CV4 7AL","institution_ids":["https://openalex.org/I39555362"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I39555362"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"993","last_page":"998"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10680","display_name":"Wind Energy Research and Development","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10680","display_name":"Wind Energy Research and Development","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10740","display_name":"Wind Turbine Control Systems","score":0.9939000010490417,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9868999719619751,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7440287470817566},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6739656329154968},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.6607158184051514},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.6559944152832031},{"id":"https://openalex.org/keywords/aerodynamics","display_name":"Aerodynamics","score":0.6489453315734863},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.5301868319511414},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49142181873321533},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.46170833706855774},{"id":"https://openalex.org/keywords/inflow","display_name":"Inflow","score":0.45441991090774536},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"Greedy algorithm","score":0.41112056374549866},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.36838018894195557},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.36507415771484375},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.322231650352478},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29824042320251465},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18835806846618652},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13511523604393005},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12300938367843628},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.09831154346466064},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.08562874794006348},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.08239462971687317}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7440287470817566},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6739656329154968},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.6607158184051514},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.6559944152832031},{"id":"https://openalex.org/C13393347","wikidata":"https://www.wikidata.org/wiki/Q8424","display_name":"Aerodynamics","level":2,"score":0.6489453315734863},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.5301868319511414},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49142181873321533},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.46170833706855774},{"id":"https://openalex.org/C2776132308","wikidata":"https://www.wikidata.org/wiki/Q11070850","display_name":"Inflow","level":2,"score":0.45441991090774536},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.41112056374549866},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.36838018894195557},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36507415771484375},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.322231650352478},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29824042320251465},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18835806846618652},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13511523604393005},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12300938367843628},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.09831154346466064},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08562874794006348},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.08239462971687317},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/ecc55457.2022.9838151","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ecc55457.2022.9838151","pdf_url":null,"source":{"id":"https://openalex.org/S4363607908","display_name":"2022 European Control Conference (ECC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 European Control Conference (ECC)","raw_type":"proceedings-article"},{"id":"pmh:oai:wrap.warwick.ac.uk:168847","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400665","display_name":"Warwick Research Archive Portal (University of Warwick)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39555362","host_organization_name":"University of Warwick","host_organization_lineage":["https://openalex.org/I39555362"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Item"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9100000262260437,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G5679975183","display_name":null,"funder_award_id":"EP/S000747/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7288068402","display_name":null,"funder_award_id":"EP/R0074701l,EP/S000747/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W2118747680","https://openalex.org/W2157394646","https://openalex.org/W2164594722","https://openalex.org/W2267241768","https://openalex.org/W2344492206","https://openalex.org/W2462102501","https://openalex.org/W2473622764","https://openalex.org/W2592726534","https://openalex.org/W2736601468","https://openalex.org/W2765335413","https://openalex.org/W2765406622","https://openalex.org/W2766447205","https://openalex.org/W2903218618","https://openalex.org/W2954862674","https://openalex.org/W2963864421","https://openalex.org/W3005637364","https://openalex.org/W3021819196","https://openalex.org/W3042731680","https://openalex.org/W3127561923","https://openalex.org/W3137730048","https://openalex.org/W3155729732","https://openalex.org/W3180762274","https://openalex.org/W3194913334","https://openalex.org/W3199945038","https://openalex.org/W6684921986","https://openalex.org/W6741002519","https://openalex.org/W6773319185"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W1531601525","https://openalex.org/W142238503"],"abstract_inverted_index":{"This":[0],"paper":[1],"aims":[2],"to":[3,13,50,64],"maximize":[4],"the":[5,29,36,52,70,81,104,109,112,120,129,135,141,147],"total":[6],"power":[7],"generation":[8],"for":[9,103],"wind":[10,20,66,115,149],"farms":[11],"subject":[12],"strong":[14],"wake":[15],"effects":[16],"and":[17,59],"stochastic":[18],"inflow":[19],"speeds.":[21],"A":[22],"data-driven":[23],"control":[24,117],"method":[25,118,131],"that":[26,128],"only":[27],"requires":[28],"accessible":[30],"measurements":[31],"of":[32,72,96,111,144],"every":[33],"turbine":[34],"in":[35],"farm":[37,83,116],"is":[38],"proposed":[39,113,130],"via":[40],"deep":[41],"reinforcement":[42],"learning":[43,101],"(DRL).":[44],"We":[45],"employ":[46],"a":[47,99],"grouping":[48,78],"strategy":[49,79],"mitigate":[51],"high":[53],"computational":[54],"complexity":[55],"induced":[56],"by":[57],"DRL":[58,91,145],"enhance":[60],"our":[61],"method's":[62],"applicability":[63],"large-scale":[65],"farms.":[67],"Based":[68],"on":[69,92,98,146],"levels":[71],"aerodynamic":[73],"interactions":[74],"among":[75],"turbines,":[76],"this":[77],"divides":[80],"whole":[82,148],"into":[84],"small":[85],"sub-groups.":[86],"Therefore,":[87],"one":[88],"can":[89,132],"execute":[90],"these":[93],"sub-groups":[94],"instead":[95],"carrying":[97],"complicated":[100],"process":[102],"entire":[105],"farm.":[106,150],"Simulations":[107],"verify":[108],"advantages":[110],"DRL-based":[114],"over":[119],"commonly":[121],"employed":[122],"greedy":[123],"strategy.":[124],"Results":[125],"also":[126],"show":[127],"significantly":[133],"reduce":[134],"overall":[136],"computing":[137],"cost":[138],"compared":[139],"with":[140],"direct":[142],"execution":[143]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}