{"id":"https://openalex.org/W4387197212","doi":"https://doi.org/10.1109/tcst.2023.3315547","title":"Model-Guided Learning for Wind Farm Power Optimization","display_name":"Model-Guided Learning for Wind Farm Power Optimization","publication_year":2023,"publication_date":"2023-09-29","ids":{"openalex":"https://openalex.org/W4387197212","doi":"https://doi.org/10.1109/tcst.2023.3315547"},"language":"en","primary_location":{"id":"doi:10.1109/tcst.2023.3315547","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcst.2023.3315547","pdf_url":null,"source":{"id":"https://openalex.org/S133363738","display_name":"IEEE Transactions on Control Systems Technology","issn_l":"1063-6536","issn":["1063-6536","1558-0865","2374-0159"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Control Systems Technology","raw_type":"journal-article"},"type":"article","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/A5100782604","display_name":"Zhiwei Xu","orcid":"https://orcid.org/0000-0002-8249-9997"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhiwei Xu","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037657172","display_name":"Bing Chu","orcid":"https://orcid.org/0000-0002-2711-8717"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bing Chu","raw_affiliation_strings":["School of Electronics and Computer Science, University of Southampton, Southampton, U.K"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Computer Science, University of Southampton, Southampton, U.K","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002397251","display_name":"Hua Geng","orcid":"https://orcid.org/0000-0002-8336-6731"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hua Geng","raw_affiliation_strings":["Department of Automation and the Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Automation and the Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081906408","display_name":"Xiaohong Nian","orcid":"https://orcid.org/0000-0002-4678-4643"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohong Nian","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100641479","display_name":"Chenghui Zhang","orcid":"https://orcid.org/0000-0003-2317-5930"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenghui Zhang","raw_affiliation_strings":["School of Control Science and Engineering, Shandong University, Jinan, China"],"affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100782604"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":3.2941,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.93237029,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":"32","issue":"2","first_page":"428","last_page":"439"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10680","display_name":"Wind Energy Research and Development","score":0.9986000061035156,"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":0.9986000061035156,"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":0.9955999851226807,"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":0.9873999953269958,"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/wind-power","display_name":"Wind power","score":0.5450551509857178},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4949759840965271},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.42897728085517883},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.35395336151123047},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.2524600028991699},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24080407619476318},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1040310263633728}],"concepts":[{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.5450551509857178},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4949759840965271},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.42897728085517883},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.35395336151123047},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.2524600028991699},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24080407619476318},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1040310263633728},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcst.2023.3315547","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcst.2023.3315547","pdf_url":null,"source":{"id":"https://openalex.org/S133363738","display_name":"IEEE Transactions on Control Systems Technology","issn_l":"1063-6536","issn":["1063-6536","1558-0865","2374-0159"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Control Systems Technology","raw_type":"journal-article"},{"id":"pmh:oai:eprints.soton.ac.uk:482526","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.9100000262260437}],"awards":[{"id":"https://openalex.org/G1654179495","display_name":null,"funder_award_id":"SDBX2022001","funder_id":"https://openalex.org/F4320335768","funder_display_name":"National Postdoctoral Program for Innovative Talents"},{"id":"https://openalex.org/G2250683529","display_name":null,"funder_award_id":"ZR2019ZD09","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G2423163135","display_name":null,"funder_award_id":"62303269","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3433177266","display_name":null,"funder_award_id":"62173347","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4140387402","display_name":null,"funder_award_id":"EP/T021713/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5642872638","display_name":null,"funder_award_id":"62133008","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7886376936","display_name":null,"funder_award_id":"52061635102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G878655878","display_name":null,"funder_award_id":"61821004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320335768","display_name":"National Postdoctoral Program for Innovative Talents","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1991383580","https://openalex.org/W1995723190","https://openalex.org/W2040006905","https://openalex.org/W2098132613","https://openalex.org/W2099846751","https://openalex.org/W2112576193","https://openalex.org/W2157394646","https://openalex.org/W2164594722","https://openalex.org/W2199448705","https://openalex.org/W2228044904","https://openalex.org/W2344492206","https://openalex.org/W2526062587","https://openalex.org/W2529427348","https://openalex.org/W2564610126","https://openalex.org/W2735874191","https://openalex.org/W2770905177","https://openalex.org/W2774937777","https://openalex.org/W2802857101","https://openalex.org/W2894674810","https://openalex.org/W2957513089","https://openalex.org/W2972420325","https://openalex.org/W2991427470","https://openalex.org/W3005637364","https://openalex.org/W3008577728","https://openalex.org/W3021303547","https://openalex.org/W3021819196","https://openalex.org/W3097282369","https://openalex.org/W3118261944","https://openalex.org/W3129051423","https://openalex.org/W4301014524","https://openalex.org/W6607832172"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"In":[0],"a":[1,57,64,84,168,198],"wind":[2,19,43,90,127,165,186,190,217,229],"farm,":[3,128],"the":[4,14,18,23,29,34,39,71,99,102,111,122,126,135,143,147,151,175,181,185,210,224,227],"interactions":[5,24],"between":[6],"turbines":[7],"caused":[8],"by":[9,97],"wakes":[10,35],"can":[11,74,119,178],"significantly":[12],"reduce":[13],"power":[15,45,95,105,113,123,152,182,199,231],"output":[16,96,124,183],"of":[17,33,41,67,101,125,138,150,184,202],"farm.":[20],"Accurately":[21],"modeling":[22],"is":[25,158],"challenging":[26],"due":[27],"to":[28,92,133,145,161],"highly":[30],"complex":[31,216],"nature":[32],"and":[36,70,108,141,207],"this":[37,81],"limits":[38],"performance":[40,225],"model-based":[42,211],"farm":[44,91,187,230],"optimization":[46,153,232],"methods.":[47],"There":[48],"are":[49,220],"also":[50],"data-driven":[51],"approaches,":[52],"which":[53,219],"do":[54],"not":[55],"require":[56,63],"system":[58],"model.":[59],"However,":[60],"they":[61],"generally":[62],"large":[65],"number":[66],"measurement":[68],"data":[69],"convergence":[72],"speed":[73],"be":[75],"slow.":[76],"To":[77],"address":[78],"these":[79],"limitations,":[80],"article":[82],"proposes":[83],"model-guided":[85],"learning":[86,109],"(MGL)":[87],"method":[88,118,157,213],"for":[89,226],"improve":[93,180],"its":[94],"leveraging":[98],"knowledge":[100],"available":[103],"simplified":[104],"generation":[106,114],"model":[107],"from":[110],"real-time":[112],"data.":[115],"The":[116,155],"proposed":[117,176],"quickly":[120],"increase":[121],"guarantee":[129],"implemented":[130],"control":[131,136],"actions":[132],"satisfy":[134],"constraints":[137],"all":[139],"turbines,":[140],"have":[142],"ability":[144],"find":[146],"optimal":[148],"solution":[149],"problem.":[154,233],"presented":[156],"then":[159],"extended":[160],"deal":[162],"with":[163,193],"time-varying":[164],"conditions":[166,191],"using":[167],"hierarchical":[169],"framework.":[170],"Simulation":[171],"results":[172],"indicate":[173],"that":[174],"scheme":[177],"efficiently":[179],"in":[188,214,223],"different":[189],"compared":[192],"some":[194],"benchmarks.":[195],"It":[196],"shows":[197],"efficiency":[200],"gain":[201],"2.5%":[203],"over":[204],"greedy":[205],"policy":[206],"1.2%":[208],"than":[209],"gradient":[212],"given":[215],"conditions,":[218],"substantial":[221],"improvements":[222],"considered":[228]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}