{"id":"https://openalex.org/W3092406334","doi":"https://doi.org/10.1145/3414045.3415951","title":"Autonomous detection of malicious events using machine learning models in drone networks","display_name":"Autonomous detection of malicious events using machine learning models in drone networks","publication_year":2020,"publication_date":"2020-09-25","ids":{"openalex":"https://openalex.org/W3092406334","doi":"https://doi.org/10.1145/3414045.3415951","mag":"3092406334"},"language":"en","primary_location":{"id":"doi:10.1145/3414045.3415951","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3414045.3415951","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd ACM MobiCom Workshop on Drone Assisted Wireless Communications for 5G and Beyond","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/A5089327837","display_name":"Nour Moustafa","orcid":"https://orcid.org/0000-0001-6127-9349"},"institutions":[{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Nour Moustafa","raw_affiliation_strings":["The University of New South Wales at ADFA, Canberra, ACT, Australia"],"affiliations":[{"raw_affiliation_string":"The University of New South Wales at ADFA, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I40053085","https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045461052","display_name":"Alireza Jolfaei","orcid":"https://orcid.org/0000-0001-7818-459X"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Alireza Jolfaei","raw_affiliation_strings":["Macquarie University, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"Macquarie University, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5089327837"],"corresponding_institution_ids":["https://openalex.org/I31746571","https://openalex.org/I40053085"],"apc_list":null,"apc_paid":null,"fwci":1.6128,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.85096409,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"61","last_page":"66"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.9969000220298767,"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/drone","display_name":"Drone","score":0.9030280709266663},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.8470427393913269},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7162215113639832},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.6641473174095154},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5899397134780884},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.5634710788726807},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5498849153518677},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.4985229969024658},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48301777243614197},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.42468225955963135},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2690381705760956},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.17946961522102356}],"concepts":[{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.9030280709266663},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.8470427393913269},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7162215113639832},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.6641473174095154},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5899397134780884},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5634710788726807},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5498849153518677},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.4985229969024658},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48301777243614197},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.42468225955963135},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2690381705760956},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.17946961522102356},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","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":1,"locations":[{"id":"doi:10.1145/3414045.3415951","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3414045.3415951","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd ACM MobiCom Workshop on Drone Assisted Wireless Communications for 5G and Beyond","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1982466846","https://openalex.org/W2076656149","https://openalex.org/W2238545965","https://openalex.org/W2471617810","https://openalex.org/W2511642541","https://openalex.org/W2545823459","https://openalex.org/W2566763967","https://openalex.org/W2601260651","https://openalex.org/W2625602624","https://openalex.org/W2741234683","https://openalex.org/W2773244559","https://openalex.org/W2963270044","https://openalex.org/W3002757309","https://openalex.org/W4249091585"],"related_works":["https://openalex.org/W4229448053","https://openalex.org/W4247925126","https://openalex.org/W4327774218","https://openalex.org/W2059768187","https://openalex.org/W4312858960","https://openalex.org/W4386036939","https://openalex.org/W4379143281","https://openalex.org/W2605096541","https://openalex.org/W2122022187","https://openalex.org/W2115529843"],"abstract_inverted_index":{"Drone":[0,17],"systems,":[1],"the":[2,113,143],"so-called":[3],"Unmanned":[4],"Autonomous":[5],"Vehicles":[6],"(UAVs),":[7],"have":[8,19,37],"been":[9,20],"widely":[10],"employed":[11],"in":[12,118,149],"military":[13,31],"and":[14,26,32,86,108,111,133,140,157],"civilian":[15,33],"sectors.":[16],"systems":[18],"used":[21],"for":[22,83,105],"cyber":[23],"warfare,":[24],"warfighting":[25],"surveillance":[27],"purposes":[28],"of":[29,115,151],"modern":[30],"applications.":[34],"However,":[35],"they":[36,63],"increasingly":[38],"suffered":[39],"from":[40],"sophisticated":[41,87],"malicious":[42,99,109],"activities":[43],"that":[44,89],"exploit":[45,90],"their":[46,72],"vulnerabilities":[47],"through":[48],"network":[49,104],"communications.":[50],"As":[51],"drones":[52],"comprise":[53],"a":[54,66,102],"complex":[55],"infrastructure":[56],"as":[57],"piloted":[58],"aircraft":[59],"but":[60],"without":[61],"operators,":[62],"still":[64],"need":[65],"reliable":[67],"security":[68],"control":[69],"to":[70,97],"assert":[71],"safe":[73],"operations.":[74],"This":[75],"paper":[76],"proposes":[77],"an":[78],"autonomous":[79],"intrusion":[80],"detection":[81,152],"scheme":[82],"discovering":[84],"advanced":[85],"cyberattacks":[88],"drone":[91,103],"networks.":[92],"A":[93],"testbed":[94],"was":[95],"configured":[96],"launch":[98],"events":[100],"against":[101],"collecting":[106],"legitimate":[107],"observations":[110],"evaluate":[112],"performances":[114],"machine":[116,132],"learning":[117,121,135],"real-time.":[119],"Machine":[120],"algorithms,":[122],"including":[123],"decision":[124],"tree,":[125],"k-nearest":[126],"neighbors,":[127],"naive":[128],"Bayes,":[129],"support":[130],"vector":[131],"deep":[134],"multi-layer":[136],"perceptron,":[137],"were":[138],"trained":[139],"evaluated":[141],"using":[142],"data":[144],"collections,":[145],"with":[146],"promising":[147],"results":[148],"terms":[150],"accuracy,":[153],"false":[154],"alarm":[155],"rates,":[156],"processing":[158],"times.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-30T08:08:38.191290","created_date":"2025-10-10T00:00:00"}
