{"id":"https://openalex.org/W4391216487","doi":"https://doi.org/10.1109/ispec58282.2023.10402823","title":"A novel prediction method for ice accretion event of wind turbine","display_name":"A novel prediction method for ice accretion event of wind turbine","publication_year":2023,"publication_date":"2023-11-28","ids":{"openalex":"https://openalex.org/W4391216487","doi":"https://doi.org/10.1109/ispec58282.2023.10402823"},"language":"en","primary_location":{"id":"doi:10.1109/ispec58282.2023.10402823","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ispec58282.2023.10402823","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Sustainable Power and Energy Conference (iSPEC)","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/A5046903638","display_name":"Jie Yan","orcid":"https://orcid.org/0000-0002-9412-0999"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]},{"id":"https://openalex.org/I4391767892","display_name":"State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources","ror":"https://ror.org/045hfth47","country_code":null,"type":"facility","lineage":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Yan","raw_affiliation_strings":["North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016909379","display_name":"Ziyun Zhang","orcid":"https://orcid.org/0000-0002-2310-0739"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]},{"id":"https://openalex.org/I4391767892","display_name":"State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources","ror":"https://ror.org/045hfth47","country_code":null,"type":"facility","lineage":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyun Zhang","raw_affiliation_strings":["North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100452641","display_name":"Han Wang","orcid":"https://orcid.org/0000-0001-5448-9903"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]},{"id":"https://openalex.org/I4391767892","display_name":"State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources","ror":"https://ror.org/045hfth47","country_code":null,"type":"facility","lineage":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Wang","raw_affiliation_strings":["North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100605218","display_name":"Shuang Han","orcid":"https://orcid.org/0000-0003-3777-2154"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]},{"id":"https://openalex.org/I4391767892","display_name":"State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources","ror":"https://ror.org/045hfth47","country_code":null,"type":"facility","lineage":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuang Han","raw_affiliation_strings":["North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050847582","display_name":"Yongqian Liu","orcid":"https://orcid.org/0000-0002-6874-4351"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]},{"id":"https://openalex.org/I4391767892","display_name":"State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources","ror":"https://ror.org/045hfth47","country_code":null,"type":"facility","lineage":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongqian Liu","raw_affiliation_strings":["North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China Electric Power University,State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources (NCEPU), School of New Energy,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198","https://openalex.org/I4391767892"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12696","display_name":"Icing and De-icing Technologies","score":1.0,"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/T12696","display_name":"Icing and De-icing Technologies","score":1.0,"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/T12682","display_name":"Smart Materials for Construction","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2310","display_name":"Pollution"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10680","display_name":"Wind Energy Research and Development","score":0.9905999898910522,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/icing","display_name":"Icing","score":0.8706655502319336},{"id":"https://openalex.org/keywords/accretion","display_name":"Accretion (finance)","score":0.5795598030090332},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.5640745162963867},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.5204482078552246},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.49966859817504883},{"id":"https://openalex.org/keywords/wind-speed","display_name":"Wind speed","score":0.4160594344139099},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.4134538173675537},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.39609190821647644},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.33804041147232056},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18045589327812195},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.1443692147731781},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0986143946647644}],"concepts":[{"id":"https://openalex.org/C2781439067","wikidata":"https://www.wikidata.org/wiki/Q5986479","display_name":"Icing","level":2,"score":0.8706655502319336},{"id":"https://openalex.org/C2776401274","wikidata":"https://www.wikidata.org/wiki/Q3756855","display_name":"Accretion (finance)","level":2,"score":0.5795598030090332},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5640745162963867},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.5204482078552246},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.49966859817504883},{"id":"https://openalex.org/C161067210","wikidata":"https://www.wikidata.org/wiki/Q1464943","display_name":"Wind speed","level":2,"score":0.4160594344139099},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.4134538173675537},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.39609190821647644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.33804041147232056},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18045589327812195},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.1443692147731781},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0986143946647644},{"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/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ispec58282.2023.10402823","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ispec58282.2023.10402823","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Sustainable Power and Energy Conference (iSPEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.7900000214576721,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1973600124","https://openalex.org/W2011232430","https://openalex.org/W2108905032","https://openalex.org/W2144109463","https://openalex.org/W2494043212","https://openalex.org/W2577730019","https://openalex.org/W2614975435","https://openalex.org/W2908213455","https://openalex.org/W2955710689","https://openalex.org/W2963351448","https://openalex.org/W3003652994","https://openalex.org/W3105141298","https://openalex.org/W3112955632","https://openalex.org/W3142711899","https://openalex.org/W3204993322","https://openalex.org/W3206480218","https://openalex.org/W3215181683","https://openalex.org/W3216034464","https://openalex.org/W4220859611","https://openalex.org/W4385245566"],"related_works":["https://openalex.org/W4380482219","https://openalex.org/W3214712242","https://openalex.org/W4377969695","https://openalex.org/W3204461065","https://openalex.org/W1965417009","https://openalex.org/W2018320994","https://openalex.org/W2085232331","https://openalex.org/W2460685830","https://openalex.org/W2738547440","https://openalex.org/W2741863531"],"abstract_inverted_index":{"Wind":[0],"resources":[1],"are":[2,33,94,106,159],"particular":[3],"abundant":[4],"in":[5,71,87,127,187],"plateau,":[6],"ridge":[7],"and":[8,28,55,103,138,148,180,201],"peak":[9],"of":[10,23,40,60,100,122,134,152,165],"the":[11,21,41,52,58,61,65,82,88,98,135,163,166,175,202],"mountain,":[12],"which":[13],"have":[14],"great":[15],"development":[16],"value.":[17],"However,":[18],"due":[19,96],"to":[20,35,51,79,97,108,161],"characteristics":[22],"high":[24,26],"altitude,":[25],"humidity,":[27],"low":[29],"temperature,":[30],"these":[31],"areas":[32],"prone":[34,107],"occur":[36],"ice":[37,47,83,91,101,119,153],"accretion":[38,48,84,120,154],"events":[39],"wind":[42,62,123,157],"turbine.":[43,63],"On":[44,64],"one":[45],"hand,":[46,67],"can":[49,69,144,190],"lead":[50],"blade":[53],"overload":[54],"severely":[56],"impact":[57],"output":[59],"other":[66],"it":[68],"result":[70],"safety":[72],"accidents":[73],"during":[74,110],"operation.":[75],"It":[76],"is":[77,125],"important":[78],"accurately":[80],"predict":[81],"event.":[85,155],"Currently,":[86],"research":[89],"on":[90,131,195],"prediction,":[92],"there":[93],"challenges":[95],"scarcity":[99],"samples,":[102],"existing":[104],"methods":[105],"misjudgments":[109],"non-icing":[111,196],"periods":[112],"Therefore,":[113],"a":[114,132],"novel":[115],"prediction":[116,150],"method":[117,143,185],"for":[118,205],"event":[121],"turbine":[124],"proposed":[126,142,167,186],"this":[128,188],"paper,":[129],"based":[130],"combination":[133],"transformer":[136],"model":[137],"focal":[139],"loss.":[140,183],"The":[141,169,184],"provide":[145],"both":[146],"deterministic":[147],"probabilistic":[149],"results":[151,170],"Four":[156],"turbines":[158],"used":[160],"verify":[162],"effectiveness":[164],"method.":[168],"show":[171],"that,":[172],"compared":[173],"with":[174],"traditional":[176],"deep":[177],"learning":[178],"models":[179],"Binary":[181],"Cross-Entropy":[182],"article":[189],"significantly":[191,210],"reduce":[192],"false":[193],"positives":[194],"samples":[197,207],"while":[198],"ensuring":[199],"accuracy,":[200],"recall":[203],"rate":[204],"normal":[206],"has":[208],"been":[209],"improved":[211],"by":[212],"32.2%.":[213]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
