{"id":"https://openalex.org/W3097171812","doi":"https://doi.org/10.1155/2020/8834941","title":"Evaluation and Prediction of Wind Power Utilization Efficiency Based on Super-SBM and LSTM Models: A Case Study of 30 Provinces in China","display_name":"Evaluation and Prediction of Wind Power Utilization Efficiency Based on Super-SBM and LSTM Models: A Case Study of 30 Provinces in China","publication_year":2020,"publication_date":"2020-11-07","ids":{"openalex":"https://openalex.org/W3097171812","doi":"https://doi.org/10.1155/2020/8834941","mag":"3097171812"},"language":"en","primary_location":{"id":"doi:10.1155/2020/8834941","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8834941","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/8834941.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2020/8834941.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102886301","display_name":"Chengyu Li","orcid":"https://orcid.org/0000-0002-0798-2751"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengyu Li","raw_affiliation_strings":["College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China"],"affiliations":[{"raw_affiliation_string":"College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049758702","display_name":"Qunwei Wang","orcid":"https://orcid.org/0000-0002-3878-2832"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qunwei Wang","raw_affiliation_strings":["College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China"],"affiliations":[{"raw_affiliation_string":"College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038636096","display_name":"Peng Zhou","orcid":"https://orcid.org/0000-0003-4726-3054"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]},{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Zhou","raw_affiliation_strings":["College of Economics and Management, China University of Petroleum, Qingdao 266580, China","College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China"],"affiliations":[{"raw_affiliation_string":"College of Economics and Management, China University of Petroleum, Qingdao 266580, China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, China","institution_ids":["https://openalex.org/I9842412"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5049758702"],"corresponding_institution_ids":["https://openalex.org/I9842412"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.104,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.44739699,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9961000084877014,"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9961000084877014,"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/T10424","display_name":"Electric Power System Optimization","score":0.9958999752998352,"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/T10357","display_name":"Efficiency Analysis Using DEA","score":0.9944000244140625,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.7898426651954651},{"id":"https://openalex.org/keywords/china","display_name":"China","score":0.778378963470459},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5991274118423462},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.42077624797821045},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4164563715457916},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.4057694673538208},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.3559277057647705},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.28758588433265686},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1365697979927063},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08191028237342834}],"concepts":[{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.7898426651954651},{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.778378963470459},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5991274118423462},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.42077624797821045},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4164563715457916},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.4057694673538208},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.3559277057647705},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.28758588433265686},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1365697979927063},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08191028237342834},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2020/8834941","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8834941","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/8834941.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:8834941","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2020/8834941.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:f10afe5870e64ba5af0abbb635a01548","is_oa":true,"landing_page_url":"https://doaj.org/article/f10afe5870e64ba5af0abbb635a01548","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/8834941","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8834941","pdf_url":"https://downloads.hindawi.com/journals/complexity/2020/8834941.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8899999856948853}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3097171812.pdf","grobid_xml":"https://content.openalex.org/works/W3097171812.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W634432896","https://openalex.org/W1806175472","https://openalex.org/W2024000326","https://openalex.org/W2036317923","https://openalex.org/W2064675550","https://openalex.org/W2076452041","https://openalex.org/W2097173585","https://openalex.org/W2106941999","https://openalex.org/W2129763896","https://openalex.org/W2357707941","https://openalex.org/W2506753585","https://openalex.org/W2559767669","https://openalex.org/W2616657980","https://openalex.org/W2763818511","https://openalex.org/W2795639081","https://openalex.org/W2883597128","https://openalex.org/W2887487867","https://openalex.org/W2896101161","https://openalex.org/W2899742462","https://openalex.org/W2948574300","https://openalex.org/W2949247867","https://openalex.org/W2954272407","https://openalex.org/W2971030492","https://openalex.org/W2998333608","https://openalex.org/W2998798500","https://openalex.org/W3004798880","https://openalex.org/W3005219233","https://openalex.org/W3022025405","https://openalex.org/W3034069410","https://openalex.org/W7067238100"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2021606399","https://openalex.org/W3039257172","https://openalex.org/W2046981991","https://openalex.org/W4380482219","https://openalex.org/W4377969695","https://openalex.org/W2028780417","https://openalex.org/W2348064372","https://openalex.org/W4283017276","https://openalex.org/W2018410291"],"abstract_inverted_index":{"Although":[0],"China\u2019s":[1,106],"wind":[2,12,22,36,45,78,96,108,137,164,170,188,196,218,250],"industry":[3],"has":[4,116,167],"made":[5],"great":[6],"progress":[7],"in":[8,52,85,95,143,220,228,249],"recent":[9],"years,":[10],"the":[11,17,32,41,57,77,103,132,236],"abandonment":[13],"phenomenon":[14],"caused":[15],"by":[16,147],"unbalanced":[18],"development":[19,34,178,202,264],"of":[20,35,44,82,136,217,257,273],"regional":[21,50,93],"power":[23,37,46,79,97,109,138,171,197,219,251],"is":[24,28,112,141,223,277],"still":[25,278],"prominent.":[26],"It":[27],"particularly":[29],"important":[30],"for":[31,280],"scientific":[33],"to":[38,89,211],"accurately":[39],"measure":[40,61],"utilization":[42,80,98,110,139,172,198,215,252],"efficiency":[43,81,111,140,173,216,248],"and":[47,64,72,75,91,156,174,184,200,207,243,259,261,275],"understand":[48],"its":[49],"differences":[51,94,127,234],"China.":[53,158],"This":[54],"study":[55],"establishes":[56],"improved":[58],"super-efficiency":[59],"slack-based":[60],"(Super-SBM)":[62],"model":[63],"long":[65],"short-term":[66],"memory":[67],"(LSTM)":[68],"network":[69],"models,":[70],"systematically":[71],"comprehensively":[73],"measures":[74],"predicts":[76],"30":[83],"regions":[84,239,269],"China":[86],"from":[87],"2013":[88],"2020,":[90],"explores":[92],"efficiency.":[99],"Our":[100],"results":[101],"show":[102],"following:":[104],"(1)":[105],"overall":[107],"relatively":[113,168,192],"low":[114,195],"but":[115],"been":[117],"on":[118],"a":[119,176,262],"steady":[120],"upward":[121],"trend":[122],"since":[123],"2013.":[124],"(2)":[125],"Regional":[126],"are":[128,191,204,208,232],"obvious,":[129],"showing":[130],"that":[131,227],"spatial":[133],"distribution":[134],"pattern":[135],"greatest":[142],"Northeast":[144],"China,":[145,149,151,153,155,181,183,186],"followed":[146],"North":[148],"East":[150,180],"South":[152,182],"Northwest":[154],"Central":[157,185],"The":[159,214,266],"\u201cThree-North\u201d":[160],"region":[161],"with":[162,254],"abundant":[163],"energy":[165,189],"resources":[166,190],"high":[169],"exhibits":[175],"good":[177,263],"trend.":[179,265],"where":[187],"poor,":[193],"have":[194,245,270],"efficiency,":[199,253],"their":[201],"trends":[203],"not":[205],"stable":[206],"more":[209],"prone":[210],"change.":[212],"(3)":[213],"coastal":[221],"areas":[222],"generally":[224],"better":[225],"than":[226],"inland":[229],"areas.":[230],"There":[231],"also":[233],"among":[235],"thirty":[237],"Chinese":[238],"studied.":[240],"Inner":[241],"Mongolia":[242],"Shandong":[244],"achieved":[246],"real":[247],"optimal":[255],"allocation":[256],"input":[258],"output,":[260],"other":[267],"28":[268],"varying":[271],"degrees":[272],"inefficiency,":[274],"there":[276],"room":[279],"improvement.":[281]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
