{"id":"https://openalex.org/W4406047405","doi":"https://doi.org/10.1109/tgrs.2024.3525192","title":"CMFCANet: A Wind Turbine Blade Damage Recognition Network Based on Color-Multiscale Dual-Feature Fusion and Channel Attention Mechanism","display_name":"CMFCANet: A Wind Turbine Blade Damage Recognition Network Based on Color-Multiscale Dual-Feature Fusion and Channel Attention Mechanism","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406047405","doi":"https://doi.org/10.1109/tgrs.2024.3525192"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3525192","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3525192","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","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/A5008940088","display_name":"Lipeng Ji","orcid":null},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lipeng Ji","raw_affiliation_strings":["School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-5802-6930","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100369354","display_name":"Feng Liu","orcid":"https://orcid.org/0000-0003-2750-0315"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Liu","raw_affiliation_strings":["School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I148128674"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002059219","display_name":"Daqi Zhu","orcid":"https://orcid.org/0000-0001-7252-4952"},"institutions":[{"id":"https://openalex.org/I148128674","display_name":"University of Shanghai for Science and Technology","ror":"https://ror.org/00ay9v204","country_code":"CN","type":"education","lineage":["https://openalex.org/I148128674"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daqi Zhu","raw_affiliation_strings":["School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7252-4952","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, University of Shanghai for Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I148128674"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I148128674"],"apc_list":null,"apc_paid":null,"fwci":0.7779,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.66103085,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9768999814987183,"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":0.9768999814987183,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.6148780584335327},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6016595959663391},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5911577343940735},{"id":"https://openalex.org/keywords/blade","display_name":"Blade (archaeology)","score":0.5770527124404907},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5104185938835144},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4690048396587372},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.46541690826416016},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.45961588621139526},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45422935485839844},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3272719979286194},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16632983088493347},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14212077856063843},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12596791982650757},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.0943068265914917}],"concepts":[{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.6148780584335327},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6016595959663391},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5911577343940735},{"id":"https://openalex.org/C2776132848","wikidata":"https://www.wikidata.org/wiki/Q3045036","display_name":"Blade (archaeology)","level":2,"score":0.5770527124404907},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5104185938835144},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4690048396587372},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.46541690826416016},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.45961588621139526},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45422935485839844},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3272719979286194},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16632983088493347},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14212077856063843},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12596791982650757},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0943068265914917},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3525192","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3525192","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8600000143051147}],"awards":[{"id":"https://openalex.org/G1927711884","display_name":null,"funder_award_id":"20511101600","funder_id":"https://openalex.org/F4320336652","funder_display_name":"Science and Technology Innovation Plan Of Shanghai Science and Technology Commission"},{"id":"https://openalex.org/G4559811602","display_name":null,"funder_award_id":"52371331","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7380639646","display_name":null,"funder_award_id":"20511101600","funder_id":"https://openalex.org/F4320336612","funder_display_name":"Science and Technology Innovation Foundation of Harbin"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336612","display_name":"Science and Technology Innovation Foundation of Harbin","ror":null},{"id":"https://openalex.org/F4320336652","display_name":"Science and Technology Innovation Plan Of Shanghai Science and Technology Commission","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W2017212300","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2295107390","https://openalex.org/W2618530766","https://openalex.org/W2954187634","https://openalex.org/W2965346940","https://openalex.org/W2979571043","https://openalex.org/W2986979962","https://openalex.org/W2994424531","https://openalex.org/W3034429256","https://openalex.org/W3045361682","https://openalex.org/W3089049085","https://openalex.org/W3137839916","https://openalex.org/W3194872248","https://openalex.org/W3217809801","https://openalex.org/W4224940354","https://openalex.org/W4288740304","https://openalex.org/W4296160084","https://openalex.org/W4296252654","https://openalex.org/W4312707652","https://openalex.org/W4376851337","https://openalex.org/W4377695417","https://openalex.org/W4377832592","https://openalex.org/W4378194596","https://openalex.org/W4379622527","https://openalex.org/W4388157208","https://openalex.org/W4388181549","https://openalex.org/W4391958587","https://openalex.org/W4392309467","https://openalex.org/W4393906060","https://openalex.org/W4394008640","https://openalex.org/W4399665801","https://openalex.org/W6637373629"],"related_works":["https://openalex.org/W4403053041","https://openalex.org/W2335255251","https://openalex.org/W2505833876","https://openalex.org/W2281168849","https://openalex.org/W2320248591","https://openalex.org/W2620727467","https://openalex.org/W4391967029","https://openalex.org/W2393260114","https://openalex.org/W4294838363","https://openalex.org/W2065280157"],"abstract_inverted_index":{"Drone":[0],"inspections":[1],"for":[2,17,73],"detecting":[3],"wind":[4],"turbine":[5],"blade":[6],"(WTB)":[7],"defects":[8,82],"are":[9,110],"efficient":[10],"but":[11],"necessitate":[12],"advanced":[13],"feature":[14,51,71,75,95,116],"recognition":[15],"methods":[16],"aerial":[18],"imagery.":[19],"This":[20],"paper":[21],"introduces":[22],"CMFCANet,":[23],"a":[24,70,128],"novel":[25],"framework":[26],"designed":[27],"to":[28,81,93,112,141,180],"accurately":[29],"characterize":[30],"WTB":[31,136],"defect":[32,63],"features":[33,101],"through":[34],"multi-feature":[35],"fusion.":[36],"The":[37,86],"RGB-HSI":[38],"color":[39,47,58],"space":[40],"fusion":[41],"module":[42,89],"facilitates":[43],"the":[44,50,55,66,98,114,122,125,163],"integration":[45],"of":[46,57,83,124,135,160],"information":[48],"at":[49],"level,":[52],"significantly":[53],"enhancing":[54,118],"extraction":[56],"and":[59,174],"shadow":[60],"details":[61],"in":[62],"images.":[64],"Additionally,":[65],"proposed":[67,126,164],"network":[68],"employs":[69],"pyramid":[72],"multi-scale":[74],"fusion,":[76],"thereby":[77],"improving":[78],"its":[79],"adaptability":[80],"varying":[84],"sizes.":[85],"channel":[87],"attention":[88],"dynamically":[90],"assigns":[91],"weights":[92],"individual":[94],"channels,":[96],"emphasizing":[97],"most":[99],"salient":[100],"that":[102,150,177],"influence":[103],"model":[104,165],"decisions.":[105],"Furthermore,":[106],"class":[107],"activation":[108],"maps":[109],"utilized":[111],"analyze":[113],"model\u2019s":[115],"representation,":[117],"interpretability.":[119],"To":[120],"validate":[121],"effectiveness":[123],"method,":[127],"comprehensive":[129],"dataset":[130],"comprising":[131],"six":[132],"distinct":[133],"types":[134],"defects,":[137],"ranging":[138],"from":[139],"minor":[140],"severe":[142],"damage,":[143],"has":[144],"been":[145],"constructed.":[146],"Experimental":[147],"results":[148],"indicate":[149],"CMFCANet":[151],"outperforms":[152],"existing":[153],"state-of-the-art":[154],"models,":[155],"achieving":[156],"an":[157],"overall":[158],"accuracy":[159],"84.211%.":[161],"Moreover,":[162],"demonstrates":[166],"balanced":[167],"performance,":[168],"with":[169],"precision,":[170],"recall,":[171],"F1":[172],"score,":[173],"kappa":[175],"metrics":[176],"compare":[178],"favorably":[179],"other":[181],"methods.":[182]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}