{"id":"https://openalex.org/W4414647667","doi":"https://doi.org/10.1109/vtc2025-spring65109.2025.11174732","title":"CNN+Transformer Based Anomaly Traffic Detection in UAV Networks for Emergency Rescue","display_name":"CNN+Transformer Based Anomaly Traffic Detection in UAV Networks for Emergency Rescue","publication_year":2025,"publication_date":"2025-06-17","ids":{"openalex":"https://openalex.org/W4414647667","doi":"https://doi.org/10.1109/vtc2025-spring65109.2025.11174732"},"language":"en","primary_location":{"id":"doi:10.1109/vtc2025-spring65109.2025.11174732","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2025-spring65109.2025.11174732","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072218639","display_name":"Yunkun Han","orcid":"https://orcid.org/0000-0002-2547-0434"},"institutions":[{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]},{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yulu Han","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics,The Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space, Ministry of Industry and Information Technology,Nanjing,Jiangsu,China,2111061"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics,The Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space, Ministry of Industry and Information Technology,Nanjing,Jiangsu,China,2111061","institution_ids":["https://openalex.org/I9842412","https://openalex.org/I890469752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101378930","display_name":"Ziye Jia","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziye Jia","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics,The Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space, Ministry of Industry and Information Technology,Nanjing,Jiangsu,China,2111061"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics,The Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space, Ministry of Industry and Information Technology,Nanjing,Jiangsu,China,2111061","institution_ids":["https://openalex.org/I9842412","https://openalex.org/I890469752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102427250","display_name":"Sijie He","orcid":null},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sijie He","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics,The Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space, Ministry of Industry and Information Technology,Nanjing,Jiangsu,China,2111061"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics,The Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space, Ministry of Industry and Information Technology,Nanjing,Jiangsu,China,2111061","institution_ids":["https://openalex.org/I9842412","https://openalex.org/I890469752"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071368059","display_name":"Yu Zhang","orcid":"https://orcid.org/0000-0001-6978-370X"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yu Zhang","raw_affiliation_strings":["University College London,Department of Electronic and Electrical Engineering,London,United Kingdom,WC1E 6BT"],"affiliations":[{"raw_affiliation_string":"University College London,Department of Electronic and Electrical Engineering,London,United Kingdom,WC1E 6BT","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100785098","display_name":"Qihui Wu","orcid":"https://orcid.org/0000-0002-9521-5084"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]},{"id":"https://openalex.org/I890469752","display_name":"Ministry of Industry and Information Technology","ror":"https://ror.org/0385nmy68","country_code":"CN","type":"government","lineage":["https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qihui Wu","raw_affiliation_strings":["Nanjing University of Aeronautics and Astronautics,The Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space, Ministry of Industry and Information Technology,Nanjing,Jiangsu,China,2111061"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Aeronautics and Astronautics,The Key Laboratory of Dynamic Cognitive System of Electromagnetic Spectrum Space, Ministry of Industry and Information Technology,Nanjing,Jiangsu,China,2111061","institution_ids":["https://openalex.org/I9842412","https://openalex.org/I890469752"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5072218639"],"corresponding_institution_ids":["https://openalex.org/I890469752","https://openalex.org/I9842412"],"apc_list":null,"apc_paid":null,"fwci":1.4196,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86761566,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9677000045776367,"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/T11133","display_name":"UAV Applications and Optimization","score":0.9671000242233276,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/anomaly-detection","display_name":"Anomaly detection","score":0.6949999928474426},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.4810999929904938},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4262000024318695},{"id":"https://openalex.org/keywords/authentication","display_name":"Authentication (law)","score":0.40220001339912415},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.35569998621940613},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.3393000066280365},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.3269999921321869},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.3116999864578247}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7098000049591064},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6949999928474426},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.4810999929904938},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4262000024318695},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4074999988079071},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.40220001339912415},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38100001215934753},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.35569998621940613},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3546000123023987},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.3393000066280365},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.3269999921321869},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.3116999864578247},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.2912999987602234},{"id":"https://openalex.org/C191267431","wikidata":"https://www.wikidata.org/wiki/Q911932","display_name":"Honeypot","level":2,"score":0.28760001063346863},{"id":"https://openalex.org/C3020384686","wikidata":"https://www.wikidata.org/wiki/Q814610","display_name":"Emergency rescue","level":2,"score":0.2865000069141388},{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.2827000021934509},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.28220000863075256},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.27869999408721924},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2728999853134155},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.2669999897480011},{"id":"https://openalex.org/C522325796","wikidata":"https://www.wikidata.org/wiki/Q471880","display_name":"Identity theft","level":2,"score":0.26080000400543213}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtc2025-spring65109.2025.11174732","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2025-spring65109.2025.11174732","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G703152030","display_name":null,"funder_award_id":"2023Z071052007","funder_id":"https://openalex.org/F4320322857","funder_display_name":"Aeronautical Science Foundation of China"},{"id":"https://openalex.org/G8520224161","display_name":null,"funder_award_id":"62301251","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"},{"id":"https://openalex.org/F4320322857","display_name":"Aeronautical Science Foundation of China","ror":"https://ror.org/02wq41p38"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2789828921","https://openalex.org/W3151172299","https://openalex.org/W4206518223","https://openalex.org/W4213258821","https://openalex.org/W4214667959","https://openalex.org/W4316506832","https://openalex.org/W4385245566","https://openalex.org/W4386326439","https://openalex.org/W4387395087","https://openalex.org/W4392158214","https://openalex.org/W4395070253","https://openalex.org/W4400458108","https://openalex.org/W4400648088","https://openalex.org/W4401634171","https://openalex.org/W4403212168","https://openalex.org/W4404884150"],"related_works":[],"abstract_inverted_index":{"The":[0],"unmanned":[1],"aerial":[2],"vehicle":[3],"(UAV)":[4],"network":[5,85],"has":[6],"gained":[7],"significant":[8],"attentions":[9],"in":[10,29,44,50],"recent":[11],"years":[12],"due":[13,34],"to":[14,35,41,82,109],"its":[15],"various":[16],"applications.":[17],"However,":[18],"the":[19,23,36,66,77,84,90,111,139,144,152],"traffic":[20,58,130],"security":[21,98,103],"becomes":[22],"key":[24],"threatening":[25],"public":[26],"safety":[27],"issue":[28],"an":[30,106,117],"emergency":[31],"rescue":[32],"system":[33],"increasing":[37],"vulnerability":[38],"of":[39],"UAVs":[40],"cyber":[42],"attacks":[43],"environments":[45],"with":[46],"high":[47],"heterogeneities.":[48],"Hence,":[49],"this":[51],"paper,":[52],"we":[53],"propose":[54],"a":[55,101],"novel":[56],"anomaly":[57,129,161],"detection":[59,131],"architecture":[60,104],"for":[61,128,159],"UAV":[62],"networks":[63,123],"based":[64,113],"on":[65],"software-defined":[67],"networking":[68],"(SDN)":[69],"framework":[70],"and":[71,79,87,96,125,150,156],"blockchain":[72,91],"technology.":[73],"Specifically,":[74],"SDN":[75],"separates":[76],"control":[78],"data":[80,97],"plane":[81],"enhance":[83],"manageability":[86],"security.":[88],"Meanwhile,":[89],"provides":[92],"decentralized":[93],"identity":[94],"authentication":[95],"records.":[99],"Beisdes,":[100],"complete":[102],"requires":[105],"effective":[107,149],"mechanism":[108],"detect":[110],"time-series":[112],"abnormal":[114],"traffic.":[115,162],"Thus,":[116],"integrated":[118],"algorithm":[119,147],"combining":[120],"convolutional":[121],"neural":[122],"(CNNs)":[124],"Transformer":[126],"(CNN+Transformer)":[127],"is":[132,135,148],"developed,":[133],"which":[134],"called":[136],"CTranATD.":[137],"Finally,":[138],"simulation":[140],"results":[141],"show":[142],"that":[143],"proposed":[145],"CTranATD":[146],"outperforms":[151],"individual":[153],"CNN,":[154],"Transformer,":[155],"LSTM":[157],"algorithms":[158],"detecting":[160]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
