{"id":"https://openalex.org/W4413359712","doi":"https://doi.org/10.1109/tim.2025.3600833","title":"Research on Fault Detection of Wind Turbine Blades Using Adaptive Dimension Selection Technology With Perception Loss Integration","display_name":"Research on Fault Detection of Wind Turbine Blades Using Adaptive Dimension Selection Technology With Perception Loss Integration","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413359712","doi":"https://doi.org/10.1109/tim.2025.3600833"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2025.3600833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3600833","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5107274474","display_name":"Tao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zhang","raw_affiliation_strings":["College of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China","School of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0009-0004-2169-6964","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]},{"raw_affiliation_string":"School of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mei Zhang","orcid":"https://orcid.org/0009-0000-0633-5985"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mei Zhang","raw_affiliation_strings":["College of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China","School of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0009-0000-0633-5985","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]},{"raw_affiliation_string":"School of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114026104","display_name":"Xian Li","orcid":"https://orcid.org/0009-0001-1293-5909"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xian Li","raw_affiliation_strings":["College of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0009-0001-1293-5909","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029802757","display_name":"Xiangping Chen","orcid":"https://orcid.org/0000-0002-6064-4508"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangping Chen","raw_affiliation_strings":["College of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6064-4508","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Guizhou University, Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103954190","display_name":"Bo Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145500","display_name":"Guizhou Electric Power Design and Research Institute","ror":"https://ror.org/055f13495","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210145500"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Li","raw_affiliation_strings":["Electric Power Research Institute, Guizhou Power Grid Company, Ltd., Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0009-0002-5171-8664","affiliations":[{"raw_affiliation_string":"Electric Power Research Institute, Guizhou Power Grid Company, Ltd., Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I4210145500"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jie Bai","orcid":"https://orcid.org/0009-0007-0580-9908"},"institutions":[{"id":"https://openalex.org/I4210145500","display_name":"Guizhou Electric Power Design and Research Institute","ror":"https://ror.org/055f13495","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210145500"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Bai","raw_affiliation_strings":["Electric Power Research Institute, Guizhou Power Grid Company, Ltd., Guiyang, Guizhou, China"],"raw_orcid":"https://orcid.org/0009-0007-0580-9908","affiliations":[{"raw_affiliation_string":"Electric Power Research Institute, Guizhou Power Grid Company, Ltd., Guiyang, Guizhou, China","institution_ids":["https://openalex.org/I4210145500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22173995,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"74","issue":null,"first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9629999995231628,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9629999995231628,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9352999925613403,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.929099977016449,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/dimension","display_name":"Dimension (graph theory)","score":0.6051213145256042},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.5861661434173584},{"id":"https://openalex.org/keywords/turbine","display_name":"Turbine","score":0.5630738735198975},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5562847256660461},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.5222036242485046},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5187094807624817},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4647971987724304},{"id":"https://openalex.org/keywords/condition-monitoring","display_name":"Condition monitoring","score":0.4403218924999237},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43702298402786255},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3587663173675537},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28693705797195435},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.2643505930900574},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.21530640125274658},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.13641682267189026},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13226619362831116}],"concepts":[{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.6051213145256042},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.5861661434173584},{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.5630738735198975},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5562847256660461},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.5222036242485046},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5187094807624817},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4647971987724304},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.4403218924999237},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43702298402786255},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3587663173675537},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28693705797195435},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.2643505930900574},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.21530640125274658},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.13641682267189026},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13226619362831116},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2025.3600833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2025.3600833","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8799999952316284,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G6718507606","display_name":null,"funder_award_id":"62003106","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1885185971","https://openalex.org/W1915485278","https://openalex.org/W1983876383","https://openalex.org/W1995875735","https://openalex.org/W2010228748","https://openalex.org/W2100495367","https://openalex.org/W2194775991","https://openalex.org/W2884409393","https://openalex.org/W2921339190","https://openalex.org/W2935766809","https://openalex.org/W2958988252","https://openalex.org/W2963446712","https://openalex.org/W2988659191","https://openalex.org/W3001292640","https://openalex.org/W3013529009","https://openalex.org/W3172968333","https://openalex.org/W4213436958","https://openalex.org/W4250454039","https://openalex.org/W4293683934","https://openalex.org/W4312443924","https://openalex.org/W4321608115","https://openalex.org/W4387498937","https://openalex.org/W4391602018","https://openalex.org/W4402082538","https://openalex.org/W4402496494","https://openalex.org/W4404625197","https://openalex.org/W4405504571","https://openalex.org/W4405909039","https://openalex.org/W4406279655","https://openalex.org/W4407160027","https://openalex.org/W4407253929","https://openalex.org/W4408443188","https://openalex.org/W4410358764"],"related_works":["https://openalex.org/W3214712242","https://openalex.org/W2542556245","https://openalex.org/W3204461065","https://openalex.org/W1965417009","https://openalex.org/W2018320994","https://openalex.org/W2460685830","https://openalex.org/W2738547440","https://openalex.org/W3033558281","https://openalex.org/W2799162308","https://openalex.org/W2741863531"],"abstract_inverted_index":{"In":[0],"wind":[1,8,31,203,213],"energy":[2,16,214],"generation,":[3],"monitoring":[4,38],"the":[5,22,92,107,117,122,134,158,175,184,209],"health":[6],"of":[7,30,116,125,140,187,212],"turbine":[9,32,204],"blades":[10,33],"is":[11,97],"essential":[12],"for":[13,36,202],"ensuring":[14],"efficient":[15,198],"conversion":[17],"and":[18,26,46,72,86,128,151,155,162,168,199,207],"system":[19],"safety.":[20],"However,":[21],"complex":[23,173],"operating":[24],"environment":[25],"diverse":[27],"failure":[28],"modes":[29],"pose":[34],"challenges":[35],"traditional":[37],"methods,":[39],"which":[40],"often":[41],"struggle":[42],"with":[43,68,157],"data":[44],"scarcity":[45],"feature":[47,192],"extraction,":[48],"leading":[49],"to":[50,120],"poor":[51],"fault":[52,143],"classification":[53,144,177],"performance.":[54],"Consequently,":[55],"this":[56],"study":[57],"introduces":[58],"an":[59,197],"innovative":[60],"approach":[61],"that":[62,133],"combines":[63],"a":[64,101,148],"variational":[65],"auto-encoder":[66],"model":[67,108],"adaptive":[69],"dimensionality":[70,83],"selection":[71],"perceptual":[73,110,188],"loss.":[74],"By":[75],"employing":[76],"Cumulative":[77],"Variance":[78],"Ratio":[79],"(CVR)":[80],"based":[81,112],"on":[82,113],"reduction":[84],"techniques":[85],"rate-distortion":[87],"theory":[88],"from":[89],"information":[90],"theory,":[91],"model\u2019s":[93,176],"latent":[94],"space":[95],"dimension":[96],"dynamically":[98],"optimized":[99],"using":[100],"threshold":[102],"\u03bd<sub":[103],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[104],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><i>th</i></sub>.":[105],"Furthermore,":[106],"incorporates":[109],"loss":[111,189],"multi-layer":[114],"features":[115],"VGG":[118],"network":[119],"enhance":[121],"semantic":[123],"consistency":[124],"defect":[126],"edges":[127],"textures.":[129],"Experimental":[130],"results":[131],"demonstrate":[132],"proposed":[135],"framework":[136],"achieves":[137],"remarkable":[138],"accuracy":[139,178],"98.23%\u00b10.35%":[141],"in":[142,171,190],"tasks":[145],"while":[146],"maintaining":[147],"lightweight":[149],"architecture":[150],"producing":[152],"high-quality":[153],"reconstructions,":[154],"compared":[156],"initial":[159],"model,":[160],"PSNR":[161],"SSIM":[163],"were":[164],"improved":[165],"by":[166],"36.24%":[167],"30.32%.":[169],"Even":[170],"simulated":[172],"scenarios,":[174],"exceeds":[179],"90%.":[180],"Ablation":[181],"studies":[182],"highlight":[183],"critical":[185],"role":[186],"improving":[191],"extraction.":[193],"This":[194],"work":[195],"offers":[196],"cost-effective":[200],"solution":[201],"blade":[205],"maintenance":[206],"supports":[208],"intelligent":[210],"transformation":[211],"operations.":[215]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
