{"id":"https://openalex.org/W4409327324","doi":"https://doi.org/10.1109/access.2025.3559657","title":"Defects Localization and Classification Method of Power Transmission Line Insulators Aerial Images Based on YOLOv5 EfficientNet and SVM","display_name":"Defects Localization and Classification Method of Power Transmission Line Insulators Aerial Images Based on YOLOv5 EfficientNet and SVM","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409327324","doi":"https://doi.org/10.1109/access.2025.3559657"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3559657","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3559657","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3559657","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Lin Li","orcid":"https://orcid.org/0009-0009-4044-016X"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["Hubei Engineering Research Center for Safety Monitoring of New Energy and Power Grid Equipment, Hubei University of Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0009-0009-4044-016X","affiliations":[{"raw_affiliation_string":"Hubei Engineering Research Center for Safety Monitoring of New Energy and Power Grid Equipment, Hubei University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039676266","display_name":"Qiaoling Yin","orcid":null},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]},{"id":"https://openalex.org/I4210126065","display_name":"Shanghai Electric (China)","ror":"https://ror.org/0314qy595","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210126065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiaoling Yin","raw_affiliation_strings":["State Grid Hefei Electric Power Supply Company, Anhui Electric Power Company Ltd., Hefei, China","State Grid Hefei Electric Power Supply Company, Anhui Electric Power Co., Ltd, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Hefei Electric Power Supply Company, Anhui Electric Power Company Ltd., Hefei, China","institution_ids":["https://openalex.org/I17442442","https://openalex.org/I4210126065"]},{"raw_affiliation_string":"State Grid Hefei Electric Power Supply Company, Anhui Electric Power Co., Ltd, Hefei, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100333265","display_name":"Xiaofeng Wang","orcid":"https://orcid.org/0000-0003-1845-4556"},"institutions":[{"id":"https://openalex.org/I4210129799","display_name":"Chaozhou Central Hospital","ror":"https://ror.org/03rzkxc19","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210129799"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofeng Wang","raw_affiliation_strings":["CSG Guangdong Chaozhou Power Supply Bureau, Chaozhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CSG Guangdong Chaozhou Power Supply Bureau, Chaozhou, China","institution_ids":["https://openalex.org/I4210129799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100459523","display_name":"Hang Wang","orcid":"https://orcid.org/0000-0003-2946-934X"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Wang","raw_affiliation_strings":["Hubei Engineering Research Center for Safety Monitoring of New Energy and Power Grid Equipment, Hubei University of Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-2946-934X","affiliations":[{"raw_affiliation_string":"Hubei Engineering Research Center for Safety Monitoring of New Energy and Power Grid Equipment, Hubei University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I74525822"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5872,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.89399122,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"74833","last_page":"74843"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.8755000233650208,"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/T13717","display_name":"Advanced Algorithms and Applications","score":0.8755000233650208,"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/T14257","display_name":"Advanced Measurement and Detection Methods","score":0.8744999766349792,"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/T14158","display_name":"Optical Systems and Laser Technology","score":0.8715999722480774,"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/support-vector-machine","display_name":"Support vector machine","score":0.7903080582618713},{"id":"https://openalex.org/keywords/electric-power-transmission","display_name":"Electric power transmission","score":0.6962462067604065},{"id":"https://openalex.org/keywords/transmission-line","display_name":"Transmission line","score":0.5626994371414185},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.536644697189331},{"id":"https://openalex.org/keywords/line","display_name":"Line (geometry)","score":0.49721911549568176},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4847795367240906},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.482185035943985},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.47117120027542114},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4476274847984314},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.35634803771972656},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1994020640850067},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19073668122291565},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.14567860960960388},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12026715278625488},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11366024613380432}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7903080582618713},{"id":"https://openalex.org/C140311924","wikidata":"https://www.wikidata.org/wiki/Q200928","display_name":"Electric power transmission","level":2,"score":0.6962462067604065},{"id":"https://openalex.org/C33441834","wikidata":"https://www.wikidata.org/wiki/Q693004","display_name":"Transmission line","level":2,"score":0.5626994371414185},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.536644697189331},{"id":"https://openalex.org/C198352243","wikidata":"https://www.wikidata.org/wiki/Q37105","display_name":"Line (geometry)","level":2,"score":0.49721911549568176},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4847795367240906},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.482185035943985},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.47117120027542114},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4476274847984314},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.35634803771972656},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1994020640850067},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19073668122291565},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.14567860960960388},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12026715278625488},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11366024613380432},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"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":2,"locations":[{"id":"doi:10.1109/access.2025.3559657","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3559657","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5344e6e01504460f920f41ec30c1d2ac","is_oa":true,"landing_page_url":"https://doaj.org/article/5344e6e01504460f920f41ec30c1d2ac","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 74833-74843 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3559657","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3559657","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8199999928474426,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2008056655","https://openalex.org/W2097117768","https://openalex.org/W2284111848","https://openalex.org/W2618530766","https://openalex.org/W2625853594","https://openalex.org/W2788159735","https://openalex.org/W2793545463","https://openalex.org/W2899280016","https://openalex.org/W2912675002","https://openalex.org/W2963037989","https://openalex.org/W2963854535","https://openalex.org/W2989676862","https://openalex.org/W2997408160","https://openalex.org/W3001083904","https://openalex.org/W3014373330","https://openalex.org/W3035478146","https://openalex.org/W3100993230","https://openalex.org/W3111841819","https://openalex.org/W3119079932","https://openalex.org/W3183611607","https://openalex.org/W3184020715","https://openalex.org/W3193330598","https://openalex.org/W3200605425","https://openalex.org/W4205802090","https://openalex.org/W4225271313","https://openalex.org/W4229005974","https://openalex.org/W4288725068","https://openalex.org/W4292972665","https://openalex.org/W4293057111","https://openalex.org/W4295832403","https://openalex.org/W4297912733","https://openalex.org/W4316469681","https://openalex.org/W4366780591","https://openalex.org/W4384298291","https://openalex.org/W4387986938","https://openalex.org/W4390538598","https://openalex.org/W6637373629","https://openalex.org/W6750227808","https://openalex.org/W6770600958"],"related_works":["https://openalex.org/W3115307632","https://openalex.org/W4255886484","https://openalex.org/W787855002","https://openalex.org/W939514953","https://openalex.org/W2949628984","https://openalex.org/W2773288753","https://openalex.org/W2096055231","https://openalex.org/W2323418721","https://openalex.org/W3109294920","https://openalex.org/W32880778"],"abstract_inverted_index":{"Accurate":[0],"localization":[1,78],"and":[2,69,79,120,126,156,204],"classification":[3,80,123],"of":[4,20,48,81,140,164,176,188,201],"defects":[5,83],"in":[6,30,35,84,99,199],"insulator":[7,49,82,141,177],"images":[8],"captured":[9],"by":[10],"UAVs":[11],"(Unmanned":[12],"Aerial":[13],"Vehicles)":[14],"are":[15],"critical":[16],"for":[17,116],"the":[18,77,92,106,132,137,151,165,182,193],"maintenance":[19],"high-voltage":[21],"power":[22,184],"transmission":[23],"grids.":[24],"However,":[25],"existing":[26,197],"methods":[27],"face":[28],"challenges":[29,93],"achieving":[31],"satisfactory":[32],"accuracy,":[33],"particularly":[34],"complex":[36],"environments.":[37],"Moreover,":[38],"previous":[39],"approaches":[40,198],"primarily":[41],"focus":[42],"on":[43,173],"detecting":[44],"a":[45,61,174],"single":[46],"type":[47],"defect":[50,100,118,122,142,160],"without":[51],"further":[52],"categorizing":[53],"them.":[54],"To":[55],"address":[56],"these":[57,130],"limitations,":[58],"we":[59],"propose":[60],"novel":[62],"deep-learning":[63],"framework":[64,88,133],"that":[65,192],"integrates":[66],"YOLOv5,":[67],"EfficientNet":[68,125,155],"Support":[70],"Vector":[71],"Machines":[72],"(SVM)":[73],"to":[74,135,149],"improve":[75,150],"both":[76,202],"aerial":[85],"images.":[86],"The":[87,102,162],"specifically":[89],"targets":[90],"overcoming":[91],"associated":[94],"with":[95],"low":[96],"signal-to-noise":[97,152],"ratios":[98],"detection.":[101,143],"proposed":[103,166,194],"approach":[104],"divides":[105],"task":[107],"into":[108],"two":[109],"primary":[110],"modules:":[111],"1)":[112],"YOLOv5-based":[113],"object":[114],"detection":[115],"accurate":[117],"localization,":[119],"2)":[121],"using":[124],"SVM.":[127],"By":[128],"integrating":[129],"modules,":[131],"aims":[134],"enhance":[136],"overall":[138],"performance":[139],"Specifically,":[144],"YOLOv5":[145],"enhances":[146],"feature":[147],"extraction":[148],"ratio,":[153],"while":[154],"SVM":[157],"enable":[158],"precise":[159],"classification.":[161],"effectiveness":[163],"method":[167,195],"is":[168],"validated":[169],"through":[170],"experiments":[171],"conducted":[172],"range":[175],"image":[178],"datasets":[179],"collected":[180],"from":[181],"Guangdong":[183],"grid.":[185],"Comparative":[186],"analysis":[187],"experimental":[189],"results":[190],"shows":[191],"outperforms":[196],"terms":[200],"accuracy":[203],"practical":[205],"applicability.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
