{"id":"https://openalex.org/W4393140325","doi":"https://doi.org/10.1109/access.2024.3380195","title":"DP-FedIOD: A Differential Privacy and Federated Learning Based Framework for Aerial Insulators Orientation Detection","display_name":"DP-FedIOD: A Differential Privacy and Federated Learning Based Framework for Aerial Insulators Orientation Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4393140325","doi":"https://doi.org/10.1109/access.2024.3380195"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3380195","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3380195","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10477495.pdf","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://ieeexplore.ieee.org/ielx7/6287639/6514899/10477495.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102918783","display_name":"Xuejun Zhang","orcid":"https://orcid.org/0009-0000-5726-0661"},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuejun Zhang","raw_affiliation_strings":["School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-5726-0661","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068447623","display_name":"Xiao An Zhang","orcid":"https://orcid.org/0009-0002-8946-0777"},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Zhang","raw_affiliation_strings":["School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China"],"raw_orcid":"https://orcid.org/0009-0002-8946-0777","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100528972","display_name":"Xiaowen Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaowen Sun","raw_affiliation_strings":["School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022276175","display_name":"Fenghe Zhang","orcid":"https://orcid.org/0009-0002-5767-0681"},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fenghe Zhang","raw_affiliation_strings":["School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100392885","display_name":"Bin Zhang","orcid":"https://orcid.org/0000-0002-9587-6229"},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Zhang","raw_affiliation_strings":["School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037112662","display_name":"Chengze Li","orcid":"https://orcid.org/0000-0002-1519-750X"},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengze Li","raw_affiliation_strings":["School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101063737","display_name":"Xiaohong Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I3133134087","display_name":"Lanzhou Jiaotong University","ror":"https://ror.org/03144pv92","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133134087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohong Jia","raw_affiliation_strings":["School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Lanzhou Jiaotong University, Lanzhou, China","institution_ids":["https://openalex.org/I3133134087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3133134087"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.6131,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.65055425,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"12","issue":null,"first_page":"44826","last_page":"44840"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9972000122070312,"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":0.9972000122070312,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11211","display_name":"3D Surveying and Cultural Heritage","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.7781645059585571},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6511722803115845},{"id":"https://openalex.org/keywords/orientation","display_name":"Orientation (vector space)","score":0.5817440152168274},{"id":"https://openalex.org/keywords/privacy-protection","display_name":"Privacy protection","score":0.44440558552742004},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4199589788913727},{"id":"https://openalex.org/keywords/differential","display_name":"Differential (mechanical device)","score":0.41773441433906555},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.2678186297416687},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.15714722871780396},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.05945807695388794},{"id":"https://openalex.org/keywords/aerospace-engineering","display_name":"Aerospace engineering","score":0.05394870042800903}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.7781645059585571},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6511722803115845},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.5817440152168274},{"id":"https://openalex.org/C3017597292","wikidata":"https://www.wikidata.org/wiki/Q25052250","display_name":"Privacy protection","level":2,"score":0.44440558552742004},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4199589788913727},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.41773441433906555},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.2678186297416687},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.15714722871780396},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.05945807695388794},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.05394870042800903},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3380195","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3380195","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10477495.pdf","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:5d243baced5346d0acf7bb69845cd5d6","is_oa":true,"landing_page_url":"https://doaj.org/article/5d243baced5346d0acf7bb69845cd5d6","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 12, Pp 44826-44840 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3380195","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3380195","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10477495.pdf","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":[],"awards":[{"id":"https://openalex.org/G3660422413","display_name":"\u4f4d\u7f6e\u670d\u52a1\u4e2d\u7684\u7528\u6237\u9690\u79c1\u5ea6\u91cf\u6a21\u578b\u53ca\u4fdd\u62a4\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61762058","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5598092945","display_name":null,"funder_award_id":"62366029","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7823088143","display_name":null,"funder_award_id":"23JRRA855","funder_id":"https://openalex.org/F4320325927","funder_display_name":"Science and Technology Department of Gansu Province"},{"id":"https://openalex.org/G8165272217","display_name":null,"funder_award_id":"23JRRA863","funder_id":"https://openalex.org/F4320325927","funder_display_name":"Science and Technology Department of Gansu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320325927","display_name":"Science and Technology Department of Gansu Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4393140325.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W2009599626","https://openalex.org/W2037123093","https://openalex.org/W2119047901","https://openalex.org/W2473418344","https://openalex.org/W2570343428","https://openalex.org/W2752782242","https://openalex.org/W2807888105","https://openalex.org/W2894675256","https://openalex.org/W2897772777","https://openalex.org/W2912213068","https://openalex.org/W2919115771","https://openalex.org/W2963037989","https://openalex.org/W2963150697","https://openalex.org/W2995806698","https://openalex.org/W3000891259","https://openalex.org/W3012251373","https://openalex.org/W3018757597","https://openalex.org/W3021073438","https://openalex.org/W3034552520","https://openalex.org/W3037913917","https://openalex.org/W3044211235","https://openalex.org/W3140922383","https://openalex.org/W3217794380","https://openalex.org/W4289752563","https://openalex.org/W4293584584","https://openalex.org/W4312266295","https://openalex.org/W4318619660","https://openalex.org/W6728757088","https://openalex.org/W6743731764","https://openalex.org/W6750227808","https://openalex.org/W6768952390","https://openalex.org/W6781232731","https://openalex.org/W6804695989"],"related_works":["https://openalex.org/W3010781909","https://openalex.org/W4200233390","https://openalex.org/W4315705624","https://openalex.org/W3116386889","https://openalex.org/W4313218046","https://openalex.org/W2605443953","https://openalex.org/W2943138144","https://openalex.org/W1604340626","https://openalex.org/W4391095118","https://openalex.org/W3127289135"],"abstract_inverted_index":{"To":[0,153],"address":[1],"the":[2,33,38,69,107,147,158,169,175,183],"limitations":[3],"of":[4,55,71,121,191],"deep":[5,99],"learning":[6,29,100,160],"models":[7],"in":[8,93,157,200,214],"detecting":[9],"aerial":[10,34],"insulator":[11,72],"images":[12],"from":[13],"Unmanned":[14],"Aerial":[15],"Vehicles,":[16],"we":[17,104,162],"present":[18],"a":[19,188],"framework":[20],"dubbed":[21],"DP-FedIOD,":[22,103],"which":[23,47],"utilizes":[24],"differential":[25,170],"privacy":[26,155,171],"and":[27,52,60,78,85,115,123,198,202],"federated":[28,151,159],"techniques":[30],"for":[31,44,118],"identifying":[32,57],"insulators.":[35],"It":[36],"tackles":[37],"issue":[39,70],"posed":[40],"by":[41,76,110],"current":[42],"algorithms":[43],"inspecting":[45],"insulators,":[46],"employ":[48],"horizontal":[49],"anchor":[50],"frames":[51],"are":[53],"incapable":[54],"precisely":[56],"both":[58],"insulators":[59,122],"their":[61,124],"defective":[62,125],"parts.":[63,126],"In":[64,102],"addition,":[65],"this":[66],"study":[67],"addresses":[68],"data":[73,95],"being":[74],"safeguarded":[75],"laws":[77],"policies":[79],"that":[80,182,208],"impede":[81],"its":[82,112,136],"wide-scale":[83],"collection":[84],"dissemination":[86],"among":[87],"electric":[88],"power":[89],"companies":[90],"enterprises,":[91],"resulting":[92],"insufficient":[94],"volume":[96],"to":[97,138,168],"train":[98],"models.":[101],"have":[105],"improved":[106,184],"YOLOv5":[108,185],"algorithm":[109],"refining":[111],"head":[113],"structure":[114],"loss":[116],"function":[117],"directional":[119],"detection":[120,220],"Additionally,":[127],"an":[128,216],"attention":[129],"mechanism":[130,172],"module":[131],"has":[132,210],"been":[133],"incorporated":[134],"into":[135],"backbone":[137],"enhance":[139],"feature":[140],"extraction":[141],"capabilities.":[142],"Furthermore,":[143],"DP-FedIOD":[144,194,209],"collaboratively":[145],"trains":[146],"global":[148],"model":[149,186],"through":[150],"learning.":[152],"prevent":[154],"leakage":[156],"process,":[161],"also":[163],"incorporate":[164],"Laplace":[165],"noise":[166],"according":[167],"before":[173],"uploading":[174],"weight":[176],"information.":[177],"The":[178],"experimental":[179],"outcomes":[180],"demonstrate":[181],"attains":[187],"mAP@0.5":[189],"metric":[190],"95.00%,":[192],"while":[193],"achieves":[195],"over":[196],"75.10%":[197],"77.90%":[199],"precision":[201],"recall,":[203],"respectively.":[204],"These":[205],"results":[206],"indicate":[207],"significant":[211],"practical":[212],"value":[213],"constructing":[215],"intelligent":[217],"grid":[218],"equipment":[219],"system.":[221]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}
