{"id":"https://openalex.org/W4412985123","doi":"https://doi.org/10.1109/tce.2025.3596102","title":"Digital Forensics-Based Consumer AAV Anti-Attack Detection Algorithm Using Time-Frequency Feature Fusion for Pine Wilt Disease","display_name":"Digital Forensics-Based Consumer AAV Anti-Attack Detection Algorithm Using Time-Frequency Feature Fusion for Pine Wilt Disease","publication_year":2025,"publication_date":"2025-08-05","ids":{"openalex":"https://openalex.org/W4412985123","doi":"https://doi.org/10.1109/tce.2025.3596102"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2025.3596102","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3596102","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Consumer Electronics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/Digital_Forensics-Based_Consumer_UAV_Anti-Attack_Detection_Algorithm_Using_Time-Frequency_Feature_Fusion_for_Pine_Wilt_Disease/32549667","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102368588","display_name":"Hong Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Ye","raw_affiliation_strings":["College of Electrical and Information Engineering, Quzhou University, Quzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Quzhou University, Quzhou, China","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020643130","display_name":"Xiajun Ding","orcid":"https://orcid.org/0000-0002-1991-6452"},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiajun Ding","raw_affiliation_strings":["College of Electrical and Information Engineering, Quzhou University, Quzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Quzhou University, Quzhou, China","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020838797","display_name":"Nazik Alturki","orcid":"https://orcid.org/0000-0002-8434-7292"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nazik Alturki","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P. O. Box 84428, Riyadh, Saudi Arabia","Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-8434-7292","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P. O. Box 84428, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]},{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088617561","display_name":"Ali Kashif Bashir","orcid":"https://orcid.org/0000-0003-2601-9327"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ali Kashif Bashir","raw_affiliation_strings":["Department of Computing and Mathematics, Manchester Metropolitan University, Manchester, U.K","Department of Computing and Mathematics, Manchester Metropolitan University, UK"],"raw_orcid":"https://orcid.org/0000-0003-2601-9327","affiliations":[{"raw_affiliation_string":"Department of Computing and Mathematics, Manchester Metropolitan University, Manchester, U.K","institution_ids":["https://openalex.org/I11983389"]},{"raw_affiliation_string":"Department of Computing and Mathematics, Manchester Metropolitan University, UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033794296","display_name":"Meilei Lv","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meilei Lv","raw_affiliation_strings":["College of Electrical and Information Engineering, Quzhou University, Quzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Electrical and Information Engineering, Quzhou University, Quzhou, China","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061880171","display_name":"Kai Fang","orcid":"https://orcid.org/0000-0003-0419-1468"},"institutions":[{"id":"https://openalex.org/I1284762954","display_name":"Zhejiang A & F University","ror":"https://ror.org/02vj4rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I1284762954"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Fang","raw_affiliation_strings":["College of Mathematics and Computer Science, Zhejiang A&F University, Hangzhou, China","College of Mathematics and Computer Science, Zhejiang A and F University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0419-1468","affiliations":[{"raw_affiliation_string":"College of Mathematics and Computer Science, Zhejiang A&F University, Hangzhou, China","institution_ids":["https://openalex.org/I1284762954"]},{"raw_affiliation_string":"College of Mathematics and Computer Science, Zhejiang A and F University, Hangzhou, China","institution_ids":["https://openalex.org/I1284762954"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100391896","display_name":"Wei Wang","orcid":"https://orcid.org/0000-0002-1717-5785"},"institutions":[{"id":"https://openalex.org/I4388482657","display_name":"Shenzhen MSU-BIT University","ror":"https://ror.org/02q963474","country_code":null,"type":"education","lineage":["https://openalex.org/I4388482657"]},{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Wei Wang","raw_affiliation_strings":["Faculty of Applied Sciences, Macao Polytechnic University, Macao, SAR, China","Artificial Intelligence Research Institute, Guangdong-Hong Kong-Macao Joint Laboratory for Emotion Intelligence and Pervasive Computing, Shenzhen MSU-BIT University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0002-1717-5785","affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao, SAR, China","institution_ids":["https://openalex.org/I49835588"]},{"raw_affiliation_string":"Artificial Intelligence Research Institute, Guangdong-Hong Kong-Macao Joint Laboratory for Emotion Intelligence and Pervasive Computing, Shenzhen MSU-BIT University, Shenzhen, China","institution_ids":["https://openalex.org/I4388482657"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9943,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7462794,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"71","issue":"4","first_page":"11121","last_page":"11132"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9534000158309937,"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"}},"topics":[{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9534000158309937,"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/T10828","display_name":"Biometric Identification and Security","score":0.953000009059906,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/computer-science","display_name":"Computer science","score":0.5885716080665588},{"id":"https://openalex.org/keywords/wilt-disease","display_name":"Wilt disease","score":0.5758721828460693},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.542441725730896},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4774113893508911},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.46566319465637207},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.39606839418411255},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37311017513275146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34846562147140503},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3270198702812195}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5885716080665588},{"id":"https://openalex.org/C2776678335","wikidata":"https://www.wikidata.org/wiki/Q3281368","display_name":"Wilt disease","level":2,"score":0.5758721828460693},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.542441725730896},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4774113893508911},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.46566319465637207},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.39606839418411255},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37311017513275146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34846562147140503},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3270198702812195},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tce.2025.3596102","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3596102","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Consumer Electronics","raw_type":"journal-article"},{"id":"pmh:oai:e-space.mmu.ac.uk:641812","is_oa":false,"landing_page_url":"https://orcid.org/0000-0002-8434-7292","pdf_url":null,"source":{"id":"https://openalex.org/S4306401617","display_name":"e-space (Manchester Metropolitan University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11983389","host_organization_name":"Manchester Metropolitan University","host_organization_lineage":["https://openalex.org/I11983389"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:figshare.com:article/32549667","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Digital_Forensics-Based_Consumer_UAV_Anti-Attack_Detection_Algorithm_Using_Time-Frequency_Feature_Fusion_for_Pine_Wilt_Disease/32549667","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/32549667","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Digital_Forensics-Based_Consumer_UAV_Anti-Attack_Detection_Algorithm_Using_Time-Frequency_Feature_Fusion_for_Pine_Wilt_Disease/32549667","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":null,"raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3738753748","display_name":null,"funder_award_id":"LGN21C130001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5351173329","display_name":null,"funder_award_id":"LGN21C130001","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G8107380220","display_name":null,"funder_award_id":"PNURSP2025R333","funder_id":"https://openalex.org/F4320322484","funder_display_name":"Princess Nourah Bint Abdulrahman University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322484","display_name":"Princess Nourah Bint Abdulrahman University","ror":"https://ror.org/05b0cyh02"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W2774644650","https://openalex.org/W2804199492","https://openalex.org/W3022921472","https://openalex.org/W3035006120","https://openalex.org/W3213427034","https://openalex.org/W4206273668","https://openalex.org/W4225463226","https://openalex.org/W4285189771","https://openalex.org/W4296473303","https://openalex.org/W4307727667","https://openalex.org/W4313547844","https://openalex.org/W4315781196","https://openalex.org/W4321488355","https://openalex.org/W4327715468","https://openalex.org/W4384787458","https://openalex.org/W4386075524","https://openalex.org/W4386163270","https://openalex.org/W4386906292","https://openalex.org/W4387967760","https://openalex.org/W4388251083","https://openalex.org/W4388914055","https://openalex.org/W4389639188","https://openalex.org/W4390494417","https://openalex.org/W4391001683","https://openalex.org/W4391027664","https://openalex.org/W4391407115","https://openalex.org/W4391670574","https://openalex.org/W4392130890","https://openalex.org/W4392477550","https://openalex.org/W4392904527","https://openalex.org/W4394878577","https://openalex.org/W4394934919","https://openalex.org/W4396941611","https://openalex.org/W4399263198","https://openalex.org/W4399303364","https://openalex.org/W4399728480","https://openalex.org/W4400078625","https://openalex.org/W4400114153","https://openalex.org/W4400235880","https://openalex.org/W4400285264","https://openalex.org/W4400409699","https://openalex.org/W4400646777","https://openalex.org/W4400913167","https://openalex.org/W4400915798","https://openalex.org/W4401754407","https://openalex.org/W4401991089","https://openalex.org/W4403332093","https://openalex.org/W4403770406"],"related_works":["https://openalex.org/W2790295343","https://openalex.org/W2386576518","https://openalex.org/W4376116439","https://openalex.org/W3024335454","https://openalex.org/W2624179001","https://openalex.org/W294855137","https://openalex.org/W2265125850","https://openalex.org/W2388859243","https://openalex.org/W1005493671","https://openalex.org/W2352518726"],"abstract_inverted_index":{"Early":[0],"detection":[1,48,82],"of":[2,101,149,175,187,196],"Pine":[3],"Wilt":[4],"Disease":[5],"(PWD)":[6],"with":[7,184],"consumer":[8,76],"Unmanned":[9],"Aerial":[10],"Vehicle":[11],"(UAV)":[12],"is":[13,86],"vital":[14],"for":[15,50,72],"preventing":[16],"its":[17],"spread.":[18],"However,":[19],"malicious":[20],"attacks":[21],"on":[22,104,168],"UAV":[23,46,77],"recognition":[24],"models":[25],"can":[26],"result":[27],"in":[28],"missed":[29],"detections":[30],"and":[31,75,113,158,171,201],"false":[32],"alarms,":[33],"undermining":[34],"disease":[35],"control":[36],"efforts.":[37],"To":[38],"address":[39],"this":[40],"challenge,":[41],"we":[42,89,136],"propose":[43,90],"YOLOv8-FB,":[44],"a":[45,91,138,181,192],"anti-attack":[47,67,133],"algorithm":[49],"PWD.":[51],"By":[52],"integrating":[53],"digital":[54],"forensics":[55],"methodologies,":[56],"our":[57,189],"approach":[58],"mitigates":[59],"adversarial":[60,84,127],"interference":[61,174],"while":[62,119],"enhancing":[63],"traceability.":[64],"These":[65],"advanced":[66],"strategies":[68],"also":[69],"show":[70],"promise":[71],"biometric":[73],"systems":[74],"data":[78],"analysis,":[79],"where":[80],"robust":[81],"under":[83,180],"conditions":[85],"paramount.":[87],"First,":[88],"Frequency":[92],"Domain":[93],"Downsampling":[94],"(FDD)":[95],"module,":[96,154],"which":[97],"performs":[98],"three":[99],"types":[100],"pooling":[102,112,115,121],"operations":[103],"the":[105,131,146,163,173],"input":[106],"feature":[107],"map":[108],"during":[109],"downsampling.":[110],"Average":[111],"max":[114],"smooth":[116],"image":[117],"features,":[118],"wavelet":[120],"reduces":[122],"high-frequency":[123],"noise":[124],"caused":[125],"by":[126],"attacks,":[128],"thereby":[129],"improving":[130],"model\u2019s":[132,147],"capability.":[134],"Second,":[135],"incorporate":[137],"Bi-Level":[139],"Routing":[140],"Attention":[141],"(BRA)":[142],"module":[143],"to":[144,165,204],"enhance":[145],"perception":[148],"small":[150],"targets.":[151],"The":[152],"BRA":[153],"through":[155],"dynamic":[156],"sparsity":[157],"bi-level":[159],"routing":[160],"mechanisms,":[161],"enables":[162],"model":[164,190],"adaptively":[166],"focus":[167],"target":[169],"regions":[170],"suppress":[172],"background":[176],"noise.":[177],"When":[178],"evaluated":[179],"MIM":[182],"attack":[183],"an":[185],"intensity":[186],"0.8,":[188],"achieved":[191],"average":[193],"precision":[194],"improvement":[195],"8.4%,":[197],"6.8%,":[198],"7.1%,":[199],"14.2%,":[200],"8.2%":[202],"compared":[203],"five":[205],"most":[206],"representative":[207],"models.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}