{"id":"https://openalex.org/W4406894371","doi":"https://doi.org/10.1109/icaase64542.2024.10851089","title":"Privacy-Preserving in Agricultural IoT: Intrusion Detection Using Federated Learning and CNN","display_name":"Privacy-Preserving in Agricultural IoT: Intrusion Detection Using Federated Learning and CNN","publication_year":2024,"publication_date":"2024-11-09","ids":{"openalex":"https://openalex.org/W4406894371","doi":"https://doi.org/10.1109/icaase64542.2024.10851089"},"language":"en","primary_location":{"id":"doi:10.1109/icaase64542.2024.10851089","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaase64542.2024.10851089","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Advanced Aspects of Software Engineering (ICAASE)","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/A5038155470","display_name":"Amina Khacha","orcid":"https://orcid.org/0009-0009-3299-8622"},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":true,"raw_author_name":"Amina Khacha","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009667420","display_name":"Rafika Saadouni","orcid":null},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Rafika Saadouni","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005025214","display_name":"Yasmine Harbi","orcid":"https://orcid.org/0000-0001-6731-7895"},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Yasmine Harbi","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026844364","display_name":"Zibouda Aliouat","orcid":"https://orcid.org/0000-0002-7007-7607"},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Zibouda Aliouat","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057081296","display_name":"Chirihane Gherbi","orcid":"https://orcid.org/0000-0002-0551-3978"},"institutions":[{"id":"https://openalex.org/I40193446","display_name":"University Ferhat Abbas of Setif","ror":"https://ror.org/02rzqza52","country_code":"DZ","type":"education","lineage":["https://openalex.org/I40193446"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Chirihane Gherbi","raw_affiliation_strings":["Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria"],"affiliations":[{"raw_affiliation_string":"Ferhat Abbas University of Setif 1,LRSD Laboratory,Setif,Algeria","institution_ids":["https://openalex.org/I40193446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035128702","display_name":"Saad Harous","orcid":"https://orcid.org/0000-0001-6524-7352"},"institutions":[{"id":"https://openalex.org/I29891158","display_name":"University of Sharjah","ror":"https://ror.org/00engpz63","country_code":"AE","type":"education","lineage":["https://openalex.org/I29891158"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Saad Harous","raw_affiliation_strings":["College of Computing and Informatics, University of Sharjah,Sharjah,UAE"],"affiliations":[{"raw_affiliation_string":"College of Computing and Informatics, University of Sharjah,Sharjah,UAE","institution_ids":["https://openalex.org/I29891158"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5038155470"],"corresponding_institution_ids":["https://openalex.org/I40193446"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30367277,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9277999997138977,"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"}},"topics":[{"id":"https://openalex.org/T10828","display_name":"Biometric Identification and Security","score":0.9277999997138977,"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":0.7732902765274048},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6958624124526978},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.5734920501708984},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5326200723648071},{"id":"https://openalex.org/keywords/intrusion","display_name":"Intrusion","score":0.4951993525028229},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4243921935558319},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.4235011041164398},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.41394370794296265},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.38055750727653503},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2278253138065338}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7732902765274048},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6958624124526978},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5734920501708984},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5326200723648071},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.4951993525028229},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4243921935558319},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.4235011041164398},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.41394370794296265},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.38055750727653503},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2278253138065338},{"id":"https://openalex.org/C17409809","wikidata":"https://www.wikidata.org/wiki/Q161764","display_name":"Geochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaase64542.2024.10851089","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaase64542.2024.10851089","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Advanced Aspects of Software Engineering (ICAASE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7900000214576721}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W3171802458","https://openalex.org/W3206894072","https://openalex.org/W4220886040","https://openalex.org/W4226319939","https://openalex.org/W4294619388","https://openalex.org/W4313417949","https://openalex.org/W4315642187","https://openalex.org/W4318486183","https://openalex.org/W4353110502","https://openalex.org/W4388221410","https://openalex.org/W4389313879","https://openalex.org/W4390188522","https://openalex.org/W4392452933","https://openalex.org/W4396594852","https://openalex.org/W6728757088","https://openalex.org/W6781175393"],"related_works":["https://openalex.org/W3038283795","https://openalex.org/W2604501336","https://openalex.org/W2558166297","https://openalex.org/W2734500670","https://openalex.org/W2315671126","https://openalex.org/W798507144","https://openalex.org/W2964481303","https://openalex.org/W1751413323","https://openalex.org/W2133389611","https://openalex.org/W4391095118"],"abstract_inverted_index":{"The":[0,156],"Agricultural":[1],"Internet":[2],"of":[3,141,161],"Things":[4],"(AIoT)":[5],"network":[6,51],"integrates":[7],"agriculture":[8],"with":[9,75,127,151],"IoT":[10,143],"to":[11,39,49,77,89,122],"enhance":[12],"productivity":[13],"and":[14,41,45,63,117,148,153,169,175,178],"improve":[15],"quality.":[16],"This":[17],"infrastructure":[18],"connects":[19],"many":[20],"devices,":[21],"facilitating":[22],"extensive":[23],"information":[24],"exchange":[25,33],"within":[26],"the":[27,36,50,70,159],"network.":[28],"However,":[29,82],"this":[30],"increased":[31],"data":[32,90,98],"also":[34],"heightens":[35],"network's":[37],"susceptibility":[38],"attacks":[40,62],"vulnerabilities,":[42],"posing":[43],"risks":[44],"potentially":[46],"causing":[47],"damage":[48],"infrastructure.":[52],"Intrusion":[53],"Detection":[54],"Systems":[55],"(IDS)":[56],"are":[57],"effective":[58],"solutions":[59,84],"for":[60],"detecting":[61],"preserving":[64],"productivity.":[65],"Many":[66],"existing":[67],"approaches":[68],"in":[69,172],"literature":[71],"combine":[72],"deep":[73],"learning":[74,115],"IDS":[76,111,126],"create":[78],"robust":[79,125],"anomaly-based":[80],"IDS.":[81],"these":[83],"often":[85],"encounter":[86],"challenges":[87],"related":[88],"collection,":[91],"which":[92,139],"compromises":[93],"user":[94],"privacy":[95],"by":[96],"centralizing":[97],"from":[99],"various":[100],"entities":[101],"into":[102],"a":[103,109,124,135],"single":[104],"entity.":[105],"Our":[106],"paper":[107],"proposes":[108],"privacy-preserving":[110],"based":[112],"on":[113],"federated":[114],"techniques":[116],"Convolutional":[118],"neural":[119],"networks":[120],"(CNN)":[121],"develop":[123],"significant":[128],"performance.":[129],"We":[130],"evaluate":[131],"our":[132,162],"experiments":[133],"using":[134],"new":[136],"dataset,":[137],"Edge-IIoT,":[138],"consists":[140],"real":[142],"traffic":[144],"across":[145,164],"binary,":[146],"6-class,":[147],"15-class":[149,179],"scenarios":[150],"10":[152],"15":[154],"clients.":[155],"results":[157],"demonstrate":[158],"performance":[160],"model":[163],"all":[165],"scenarios,":[166,180],"achieving":[167],"100%":[168],"99.99%":[170],"accuracy":[171],"binary":[173],"classification":[174],"both":[176],"6-class":[177],"respectively.":[181]},"counts_by_year":[],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
