{"id":"https://openalex.org/W4410403336","doi":"https://doi.org/10.3390/info16050407","title":"YOLO-SRSA: An Improved YOLOv7 Network for the Abnormal Detection of Power Equipment","display_name":"YOLO-SRSA: An Improved YOLOv7 Network for the Abnormal Detection of Power Equipment","publication_year":2025,"publication_date":"2025-05-15","ids":{"openalex":"https://openalex.org/W4410403336","doi":"https://doi.org/10.3390/info16050407"},"language":"en","primary_location":{"id":"doi:10.3390/info16050407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16050407","pdf_url":"https://www.mdpi.com/2078-2489/16/5/407/pdf?version=1747313239","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/16/5/407/pdf?version=1747313239","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102200570","display_name":"Wan Zou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wan Zou","raw_affiliation_strings":["State Grid Sichuan Electric Power Company, Chengdu 610041, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Sichuan Electric Power Company, Chengdu 610041, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055440106","display_name":"Yiping Jiang","orcid":"https://orcid.org/0000-0002-2332-8645"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yiping Jiang","raw_affiliation_strings":["State Grid Sichuan Electric Power Company, Chengdu 610041, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Sichuan Electric Power Company, Chengdu 610041, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102868046","display_name":"Wenlong Liao","orcid":"https://orcid.org/0000-0003-1175-0280"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Wenlong Liao","raw_affiliation_strings":["State Grid Sichuan Electric Power Research Institute, Chengdu 610041, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Sichuan Electric Power Research Institute, Chengdu 610041, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101092234","display_name":"Songhai Fan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Songhai Fan","raw_affiliation_strings":["State Grid Sichuan Electric Power Research Institute, Chengdu 610041, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Sichuan Electric Power Research Institute, Chengdu 610041, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103421840","display_name":"Yueping Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yueping Yang","raw_affiliation_strings":["State Grid Sichuan Electric Power Research Institute, Chengdu 610041, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Sichuan Electric Power Research Institute, Chengdu 610041, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022147872","display_name":"Jin Hou","orcid":"https://orcid.org/0000-0001-7438-5327"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Hou","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu 611756, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu 611756, China","institution_ids":["https://openalex.org/I4800084"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058659212","display_name":"Hao Tang","orcid":"https://orcid.org/0000-0002-4525-0017"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Tang","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu 611756, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu 611756, China","institution_ids":["https://openalex.org/I4800084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5102868046"],"corresponding_institution_ids":[],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.68,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.82135301,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"16","issue":"5","first_page":"407","last_page":"407"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12169","display_name":"Non-Destructive Testing Techniques","score":0.6912999749183655,"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"}},"topics":[{"id":"https://openalex.org/T12169","display_name":"Non-Destructive Testing Techniques","score":0.6912999749183655,"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"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.6582000255584717,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11856","display_name":"Thermography and Photoacoustic Techniques","score":0.652899980545044,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/power","display_name":"Power (physics)","score":0.5533926486968994},{"id":"https://openalex.org/keywords/power-network","display_name":"Power network","score":0.4932639002799988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.39806705713272095},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.3644936680793762},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.260601282119751},{"id":"https://openalex.org/keywords/electric-power-system","display_name":"Electric power system","score":0.12260687351226807},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09139245748519897}],"concepts":[{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.5533926486968994},{"id":"https://openalex.org/C2989126829","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Power network","level":4,"score":0.4932639002799988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.39806705713272095},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.3644936680793762},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.260601282119751},{"id":"https://openalex.org/C89227174","wikidata":"https://www.wikidata.org/wiki/Q2388981","display_name":"Electric power system","level":3,"score":0.12260687351226807},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09139245748519897},{"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:10.3390/info16050407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16050407","pdf_url":"https://www.mdpi.com/2078-2489/16/5/407/pdf?version=1747313239","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0dce0372351e44069a323bf9bedd6d6f","is_oa":true,"landing_page_url":"https://doaj.org/article/0dce0372351e44069a323bf9bedd6d6f","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":"Information, Vol 16, Iss 5, p 407 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info16050407","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16050407","pdf_url":"https://www.mdpi.com/2078-2489/16/5/407/pdf?version=1747313239","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410403336.pdf","grobid_xml":"https://content.openalex.org/works/W4410403336.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2109255472","https://openalex.org/W2193145675","https://openalex.org/W2752782242","https://openalex.org/W2884585870","https://openalex.org/W2897772777","https://openalex.org/W2923974506","https://openalex.org/W2962858109","https://openalex.org/W2963150697","https://openalex.org/W2963351448","https://openalex.org/W3096609285","https://openalex.org/W3166716987","https://openalex.org/W3210586215","https://openalex.org/W4226224676","https://openalex.org/W4386075524","https://openalex.org/W4386076325","https://openalex.org/W4399208103","https://openalex.org/W4402130378","https://openalex.org/W4405615828","https://openalex.org/W4407204421","https://openalex.org/W6770715449"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Power":[0],"equipment":[1,28],"anomaly":[2,35],"detection":[3,21,36,129],"is":[4,71,95,122],"essential":[5],"for":[6],"ensuring":[7],"the":[8,52,55,63,68,75,92,98,110,118,125,145,168],"stable":[9],"operation":[10],"of":[11,113],"power":[12],"systems.":[13],"Existing":[14],"models":[15],"have":[16],"high":[17],"false":[18],"and":[19,26,42,45,82,108,160],"missed":[20],"rates":[22],"in":[23,58],"complex":[24,60,176],"weather":[25,177],"multi-scale":[27,114],"scenarios.":[29],"This":[30],"paper":[31],"proposes":[32],"a":[33,132],"YOLO-SRSA-based":[34],"algorithm.":[37],"For":[38],"data":[39],"enhancement,":[40],"geometric":[41],"color":[43],"transformations":[44],"rain-fog":[46],"simulations":[47],"are":[48],"applied":[49],"to":[50,73,86,102,152,158,165,180],"preprocess":[51],"dataset,":[53],"improving":[54],"model\u2019s":[56],"robustness":[57],"outdoor":[59],"weather.":[61],"In":[62],"network":[64,101],"structure":[65],"improvements,":[66],"first,":[67],"ACmix":[69],"module":[70,94],"introduced":[72],"reconstruct":[74],"SPPCSPC":[76],"network,":[77],"effectively":[78],"suppressing":[79],"background":[80],"noise":[81],"irrelevant":[83],"feature":[84,88,115],"interference":[85],"enhance":[87],"extraction":[89],"capability;":[90],"second,":[91],"BiFormer":[93],"integrated":[96],"into":[97],"efficient":[99],"aggregation":[100],"strengthen":[103],"focus":[104],"on":[105],"critical":[106],"features":[107],"improve":[109],"flexible":[111],"recognition":[112],"images;":[116],"finally,":[117],"original":[119],"loss":[120],"function":[121],"replaced":[123],"with":[124],"MPDIoU":[126],"function,":[127],"optimizing":[128],"accuracy":[130],"through":[131],"comprehensive":[133],"bounding":[134],"box":[135],"evaluation":[136],"strategy.":[137],"The":[138],"experimental":[139],"results":[140],"show":[141],"significant":[142],"improvements":[143],"over":[144],"baseline":[146],"model:":[147],"mAP@0.5":[148],"increases":[149],"from":[150,156,163],"89.2%":[151],"93.5%,":[153],"precision":[154],"rises":[155],"95.9%":[157],"97.1%,":[159],"recall":[161],"improves":[162],"95%":[164],"97%.":[166],"Additionally,":[167],"enhanced":[169],"model":[170],"demonstrates":[171],"superior":[172],"anti-interference":[173],"performance":[174],"under":[175],"conditions":[178],"compared":[179],"other":[181],"models.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}