{"id":"https://openalex.org/W4308119584","doi":"https://doi.org/10.3390/e24111588","title":"Research on Insulator Defect Detection Based on an Improved MobilenetV1-YOLOv4","display_name":"Research on Insulator Defect Detection Based on an Improved MobilenetV1-YOLOv4","publication_year":2022,"publication_date":"2022-11-02","ids":{"openalex":"https://openalex.org/W4308119584","doi":"https://doi.org/10.3390/e24111588","pmid":"https://pubmed.ncbi.nlm.nih.gov/36359678"},"language":"en","primary_location":{"id":"doi:10.3390/e24111588","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e24111588","pdf_url":"https://www.mdpi.com/1099-4300/24/11/1588/pdf?version=1667369961","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/24/11/1588/pdf?version=1667369961","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037743674","display_name":"Shanyong Xu","orcid":"https://orcid.org/0000-0001-7837-1117"},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanyong Xu","raw_affiliation_strings":["School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China"],"raw_orcid":"https://orcid.org/0000-0001-7837-1117","affiliations":[{"raw_affiliation_string":"School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042113556","display_name":"Jicheng Deng","orcid":"https://orcid.org/0000-0002-1065-1769"},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jicheng Deng","raw_affiliation_strings":["School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China"],"raw_orcid":"https://orcid.org/0000-0002-1065-1769","affiliations":[{"raw_affiliation_string":"School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031647208","display_name":"Yourui Huang","orcid":"https://orcid.org/0000-0002-9774-5791"},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]},{"id":"https://openalex.org/I4210147745","display_name":"West Anhui University","ror":"https://ror.org/046ft6c74","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210147745"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yourui Huang","raw_affiliation_strings":["School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China","School of Electrical and Opto Electronic Engineering, West Anhui University, Lu\u2019an 237012, China","School of Electrical and Opto Electronic Engineering, West Anhui University, Lu'an 237012, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China","institution_ids":["https://openalex.org/I184681353"]},{"raw_affiliation_string":"School of Electrical and Opto Electronic Engineering, West Anhui University, Lu\u2019an 237012, China","institution_ids":["https://openalex.org/I4210147745"]},{"raw_affiliation_string":"School of Electrical and Opto Electronic Engineering, West Anhui University, Lu'an 237012, China","institution_ids":["https://openalex.org/I4210147745"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101693063","display_name":"Liuyi Ling","orcid":"https://orcid.org/0000-0001-5309-802X"},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liuyi Ling","raw_affiliation_strings":["School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China"],"raw_orcid":"https://orcid.org/0000-0001-5309-802X","affiliations":[{"raw_affiliation_string":"School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109516696","display_name":"Tao Han","orcid":"https://orcid.org/0000-0001-8592-3469"},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Han","raw_affiliation_strings":["School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical & Information Engineering, Anhui University of Science and Technology, Huainan 232001, China","institution_ids":["https://openalex.org/I184681353"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5042113556"],"corresponding_institution_ids":["https://openalex.org/I184681353"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":2.4437,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.90555059,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"24","issue":"11","first_page":"1588","last_page":"1588"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9854999780654907,"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/T13715","display_name":"Power Line Inspection Robots","score":0.9545000195503235,"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/insulator","display_name":"Insulator (electricity)","score":0.7774063348770142},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6790791749954224},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.63191819190979},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5562409162521362},{"id":"https://openalex.org/keywords/electric-power-transmission","display_name":"Electric power transmission","score":0.47212275862693787},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.4672864079475403},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.45416340231895447},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4244716465473175},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30229613184928894},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.22736477851867676},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2182464897632599},{"id":"https://openalex.org/keywords/optoelectronics","display_name":"Optoelectronics","score":0.11206945776939392},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09075665473937988},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.07723188400268555}],"concepts":[{"id":"https://openalex.org/C212702","wikidata":"https://www.wikidata.org/wiki/Q178150","display_name":"Insulator (electricity)","level":2,"score":0.7774063348770142},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6790791749954224},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.63191819190979},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5562409162521362},{"id":"https://openalex.org/C140311924","wikidata":"https://www.wikidata.org/wiki/Q200928","display_name":"Electric power transmission","level":2,"score":0.47212275862693787},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.4672864079475403},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.45416340231895447},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4244716465473175},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30229613184928894},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.22736477851867676},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2182464897632599},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","level":1,"score":0.11206945776939392},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09075665473937988},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.07723188400268555},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/e24111588","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e24111588","pdf_url":"https://www.mdpi.com/1099-4300/24/11/1588/pdf?version=1667369961","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},{"id":"pmid:36359678","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36359678","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:9e486dadb94348079d98ff34f2b564a7","is_oa":true,"landing_page_url":"https://doaj.org/article/9e486dadb94348079d98ff34f2b564a7","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":"Entropy, Vol 24, Iss 11, p 1588 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1099-4300/24/11/1588/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/e24111588","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy; Volume 24; Issue 11; Pages: 1588","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:9689300","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9689300","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/e24111588","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e24111588","pdf_url":"https://www.mdpi.com/1099-4300/24/11/1588/pdf?version=1667369961","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"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":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.6499999761581421,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G4527247017","display_name":null,"funder_award_id":"ALW2021YF03","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6835560971","display_name":"\u57fa\u4e8e\u5fae\u6d41\u63a7\u82af\u7247\u7684\u8109\u51b2\u795e\u7ecf\u819c\u8ba1\u7b97\u6a21\u578b\u7814\u7a76","funder_award_id":"61772033","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":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4308119584.pdf","grobid_xml":"https://content.openalex.org/works/W4308119584.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1978459068","https://openalex.org/W2037123093","https://openalex.org/W2102605133","https://openalex.org/W2193145675","https://openalex.org/W2570343428","https://openalex.org/W2963037989","https://openalex.org/W2963163009","https://openalex.org/W2977798290","https://openalex.org/W3035414587","https://openalex.org/W3042011474","https://openalex.org/W3092335754","https://openalex.org/W3106250896","https://openalex.org/W3136421595","https://openalex.org/W3155079234","https://openalex.org/W3175649458","https://openalex.org/W3183804269","https://openalex.org/W3193330598","https://openalex.org/W3193476445","https://openalex.org/W3200605425","https://openalex.org/W3214396588","https://openalex.org/W3215026128","https://openalex.org/W4200322574","https://openalex.org/W4220983754","https://openalex.org/W4229005974","https://openalex.org/W4280611010","https://openalex.org/W4283747519","https://openalex.org/W4284881000","https://openalex.org/W4293817292","https://openalex.org/W4294716273","https://openalex.org/W6762585180","https://openalex.org/W6801290386"],"related_works":["https://openalex.org/W2544488502","https://openalex.org/W2581053080","https://openalex.org/W2118169057","https://openalex.org/W1602302187","https://openalex.org/W4361853929","https://openalex.org/W2377969116","https://openalex.org/W4360995741","https://openalex.org/W4391185071","https://openalex.org/W4200004107","https://openalex.org/W2113932228"],"abstract_inverted_index":{"Insulator":[0],"devices":[1],"are":[2],"important":[3],"for":[4],"transmission":[5,20],"lines,":[6],"and":[7,13,35,44,53,101,167,170],"defects":[8],"such":[9],"as":[10],"insulator":[11,40,50,63,160],"bursting":[12],"string":[14],"loss":[15],"affect":[16],"the":[17,29,47,54,73,84,89,107,112,118,125,136,139,153,156,171],"safety":[18],"of":[19,31,38,49,56,78,97,117,128,138,159,182],"lines.":[21],"In":[22],"this":[23],"study,":[24],"we":[25,60],"aim":[26],"to":[27,45,123],"investigate":[28],"problems":[30],"slow":[32],"detection":[33,42,65,162,172],"speed":[34,173],"low":[36],"efficiency":[37],"traditional":[39],"defect":[41,64,161],"algorithms,":[43],"improve":[46],"accuracy":[48,158],"fault":[51],"identification":[52],"convenience":[55],"daily":[57],"work;":[58],"therefore,":[59],"propose":[61],"an":[62,69,180],"algorithm":[66,141],"based":[67],"on":[68],"improved":[70,140,164],"MobilenetV1-YOLOv4.":[71],"First,":[72],"backbone":[74],"feature":[75,99,103,120],"extraction":[76,100,121],"network":[77,122,129],"YOLOv4":[79],"'Backbone'":[80],"is":[81,93,142,146,163],"replaced":[82],"with":[83,179],"lightweight":[85],"module":[86],"Mobilenet-V1.":[87],"Second,":[88],"scSE":[90],"attention":[91],"mechanism":[92],"introduced":[94],"in":[95],"stages":[96],"preliminary":[98],"enhanced":[102,119],"extraction,":[104],"sequentially.":[105],"Finally,":[106],"depthwise":[108],"separable":[109],"convolution":[110,116],"substitutes":[111],"3":[113,115],"\u00d7":[114],"reduce":[124],"overall":[126],"number":[127],"parameters.":[130],"The":[131],"experimental":[132],"results":[133],"show":[134],"that":[135,150],"weight":[137],"57.9":[143],"MB,":[144],"which":[145],"62.6%":[147],"less":[148],"than":[149],"obtained":[151],"by":[152,165],"MobilenetV1-YOLOv4":[154],"model;":[155],"average":[157],"0.26%":[166],"reaches":[168,174],"98.81%;":[169],"190":[175],"frames":[176,184],"per":[177,185],"second":[178],"increase":[181],"37":[183],"second.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":11}],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2025-10-10T00:00:00"}
