{"id":"https://openalex.org/W4391746929","doi":"https://doi.org/10.1016/j.ijepes.2024.109852","title":"A fault detection method for transmission line components based on synthetic dataset and improved YOLOv5","display_name":"A fault detection method for transmission line components based on synthetic dataset and improved YOLOv5","publication_year":2024,"publication_date":"2024-02-11","ids":{"openalex":"https://openalex.org/W4391746929","doi":"https://doi.org/10.1016/j.ijepes.2024.109852"},"language":"en","primary_location":{"id":"doi:10.1016/j.ijepes.2024.109852","doi":"https://doi.org/10.1016/j.ijepes.2024.109852","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijepes.2024.109852","pdf_url":null,"source":{"id":"https://openalex.org/S168377509","display_name":"International Journal of Electrical Power & Energy Systems","issn_l":"0142-0615","issn":["0142-0615","1879-3517"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","jufo-2","norway-1","oarl","poland-100","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical Power &amp; Energy Systems","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.ijepes.2024.109852","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jie Song","orcid":"https://orcid.org/0009-0001-0139-5652","observed_orcids":["https://orcid.org/0009-0001-0139-5652"]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Song","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China"],"raw_orcid":"https://orcid.org/0009-0001-0139-5652","affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China","institution_ids":["https://openalex.org/I102208913"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010929615","display_name":"Xinyan Qin","orcid":"https://orcid.org/0009-0001-9206-6343","observed_orcids":["https://orcid.org/0009-0001-9206-6343"]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyan Qin","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China","institution_ids":["https://openalex.org/I102208913"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jin Lei","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jin Lei","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China","institution_ids":["https://openalex.org/I102208913"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012267220","display_name":"Jie Zhang","orcid":"https://orcid.org/0000-0002-9704-9964","observed_orcids":["https://orcid.org/0000-0002-9704-9964"]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Zhang","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China","institution_ids":["https://openalex.org/I102208913"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101940337","display_name":"Yanqi Wang","orcid":"https://orcid.org/0009-0009-9387-6004","observed_orcids":["https://orcid.org/0009-0009-9387-6004"]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanqi Wang","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China","institution_ids":["https://openalex.org/I102208913"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083961074","display_name":"Yujie Zeng","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I102208913","display_name":"Shihezi University","ror":"https://ror.org/04x0kvm78","country_code":"CN","type":"education","lineage":["https://openalex.org/I102208913"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Zeng","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China","institution_ids":["https://openalex.org/I102208913"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I102208913"],"apc_list":{"value":3500,"currency":"USD","value_usd":3500},"apc_paid":{"value":3500,"currency":"USD","value_usd":3500},"fwci":5.7283,"has_fulltext":false,"cited_by_count":45,"citation_normalized_percentile":{"value":0.97750261,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"157","issue":null,"first_page":"109852","last_page":"109852"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13715","display_name":"Power Line Inspection Robots","score":0.9916999936103821,"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/T13715","display_name":"Power Line Inspection Robots","score":0.9916999936103821,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.004100000020116568,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.002199999988079071,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/synthetic-image-dataset","display_name":"synthetic image dataset","score":0.6669999957084656},{"id":"https://openalex.org/keywords/yolov5","display_name":"YOLOv5","score":0.8970000147819519},{"id":"https://openalex.org/keywords/convolutional-block-attention-module","display_name":"CBAM","score":0.9340000152587891},{"id":"https://openalex.org/keywords/small-object-detection","display_name":"small object detection","score":0.9629999995231628},{"id":"https://openalex.org/keywords/transmission-line-inspection","display_name":"transmission line inspection","score":0.6439999938011169}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6720088720321655},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6222098469734192},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5991610884666443},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.5794090032577515},{"id":"https://openalex.org/C140311924","wikidata":"https://www.wikidata.org/wiki/Q200928","display_name":"Electric power transmission","level":2,"score":0.4785923957824707},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.4724434018135071},{"id":"https://openalex.org/C33441834","wikidata":"https://www.wikidata.org/wiki/Q693004","display_name":"Transmission line","level":2,"score":0.4578515291213989},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4392617642879486},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.430226594209671},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.42699089646339417},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3297175168991089},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19585275650024414},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.09003081917762756},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ijepes.2024.109852","doi":"https://doi.org/10.1016/j.ijepes.2024.109852","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijepes.2024.109852","pdf_url":null,"source":{"id":"https://openalex.org/S168377509","display_name":"International Journal of Electrical Power & Energy Systems","issn_l":"0142-0615","issn":["0142-0615","1879-3517"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","jufo-2","norway-1","oarl","poland-100","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical Power &amp; Energy Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.ijepes.2024.109852","doi":"https://doi.org/10.1016/j.ijepes.2024.109852","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ijepes.2024.109852","pdf_url":null,"source":{"id":"https://openalex.org/S168377509","display_name":"International Journal of Electrical Power & Energy Systems","issn_l":"0142-0615","issn":["0142-0615","1879-3517"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-c","jufo-2","norway-1","oarl","poland-100","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Electrical Power &amp; Energy Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":1.0}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1483870316","https://openalex.org/W1861492603","https://openalex.org/W2037227137","https://openalex.org/W2069468658","https://openalex.org/W2102605133","https://openalex.org/W2109255472","https://openalex.org/W2137426486","https://openalex.org/W2149933564","https://openalex.org/W2165698076","https://openalex.org/W2511823550","https://openalex.org/W2570343428","https://openalex.org/W2752782242","https://openalex.org/W2756318404","https://openalex.org/W2801492038","https://openalex.org/W2825247516","https://openalex.org/W2884585870","https://openalex.org/W2888556339","https://openalex.org/W2897772777","https://openalex.org/W2902058002","https://openalex.org/W2931080992","https://openalex.org/W2963484278","https://openalex.org/W2991616638","https://openalex.org/W2997178581","https://openalex.org/W3002355869","https://openalex.org/W3034552520","https://openalex.org/W3042792066","https://openalex.org/W3092073132","https://openalex.org/W3092335754","https://openalex.org/W3106250896","https://openalex.org/W3162768907","https://openalex.org/W3183804269","https://openalex.org/W3206823361","https://openalex.org/W4205228988","https://openalex.org/W4220774728","https://openalex.org/W4229013406","https://openalex.org/W4282570840","https://openalex.org/W4292388603","https://openalex.org/W4306398625","https://openalex.org/W4309026313","https://openalex.org/W4320168479","https://openalex.org/W4320497577","https://openalex.org/W4386076325","https://openalex.org/W6631782140","https://openalex.org/W6836371346"],"related_works":["https://openalex.org/W4388332364","https://openalex.org/W4328012051","https://openalex.org/W4387435443","https://openalex.org/W4417198661","https://openalex.org/W4406153936","https://openalex.org/W4399788529","https://openalex.org/W4320168479","https://openalex.org/W7160997784","https://openalex.org/W4386767548","https://openalex.org/W3217631799"],"abstract_inverted_index":{"To":[0],"address":[1,139],"insufficient":[2],"fault":[3,14,23,66,83,143,199,259],"images":[4,144],"for":[5,26,163,198,258],"transmission":[6,55,269],"line":[7,56],"components":[8,67],"(TLCs)":[9],"and":[10,32,95,121,124,192,206,228,243],"low":[11],"accuracy":[12,81,104,245],"in":[13,116,145],"detection":[15,24,103,223,244,260],"using":[16,160],"deep":[17],"learning":[18,158,234],"techniques,":[19],"we":[20,36,70,153],"propose":[21,71],"a":[22,38,51,62,110,155,176,188,193,255],"method":[25,253],"TLCs":[27],"based":[28],"on":[29,175,246],"synthetic":[30,39,63],"datasets":[31],"improved":[33,73],"YOLOv5.":[34],"First,":[35],"introduce":[37],"image":[40],"approach":[41],"that":[42,183,216],"uses":[43],"prior":[44],"information":[45],"from":[46],"the":[47,80,89,96,102,106,117,122,127,140,146,161,169,172,184,210,217,239,247,267],"inspection":[48,57,151,249],"process":[49],"of":[50,65,82,105,113,126,142,171,190,196,204,261],"developed":[52],"flying-walking":[53],"power":[54,268],"robot":[58],"(FPTLIR)":[59],"to":[60,78,100,133,138],"generate":[61],"dataset":[64],"(SDFC).":[68],"Second,":[69],"an":[72,202],"YOLOv5":[74,128,211],"network":[75,87,129,174,186],"called":[76],"CSH-YOLOv5":[77,86,173,185,218],"improve":[79,101],"detection.":[84],"The":[85,180,231,251],"incorporates":[88],"convolutional":[90],"block":[91],"attention":[92],"module":[93,99],"(CBAM)":[94],"latest":[97],"SimCSPSPPF":[98],"network.":[107,212],"In":[108],"addition,":[109],"statistical":[111],"analysis":[112,214],"small":[114,135],"objects":[115],"SDFC":[118,162],"is":[119],"performed":[120],"neck":[123],"head":[125],"are":[130],"optimized":[131],"accordingly":[132],"detect":[134],"objects.":[136],"Finally,":[137],"lack":[141],"unmanned":[147],"aerial":[148],"vehicle":[149],"(UAV)":[150],"dataset,":[152],"implement":[154],"two-stage":[156,232],"transfer":[157,233],"strategy":[159,235],"training.":[164],"We":[165],"then":[166],"experimentally":[167],"evaluate":[168],"performance":[170],"real":[177],"test":[178],"dataset.":[179,250],"results":[181],"show":[182],"achieves":[187],"mAP@[0.5]":[189],"98.0%":[191],"mAP@[0.5:":[194],"0.95]":[195],"64.6%":[197],"detection,":[200],"representing":[201],"improvement":[203],"7.6%":[205],"8.1%,":[207],"respectively,":[208],"over":[209],"Comparative":[213],"indicates":[215],"outperforms":[219],"other":[220],"popular":[221],"object":[222],"networks,":[224],"including":[225],"Faster-RCNN,":[226],"YOLOX,":[227],"YOLOv7":[229],"networks.":[230],"employed":[236],"significantly":[237],"enhances":[238],"network's":[240],"generalization":[241],"ability":[242],"UAV":[248],"proposed":[252],"provides":[254],"technical":[256],"reference":[257],"TLCs,":[262],"which":[263],"can":[264],"potentially":[265],"benefit":[266],"industry.":[270]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":11}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-02-13T00:00:00"}
