{"id":"https://openalex.org/W4401227191","doi":"https://doi.org/10.34028/iajit/21/4/12","title":"Machine Learning Driven Threat Identification to Enhance FANET Security using Genetic Algorithm","display_name":"Machine Learning Driven Threat Identification to Enhance FANET Security using Genetic Algorithm","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401227191","doi":"https://doi.org/10.34028/iajit/21/4/12"},"language":"en","primary_location":{"id":"doi:10.34028/iajit/21/4/12","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/21/4/12","pdf_url":null,"source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.34028/iajit/21/4/12","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078640453","display_name":"Shikha Gupta","orcid":"https://orcid.org/0000-0003-2120-3651"},"institutions":[{"id":"https://openalex.org/I201750527","display_name":"Uttarakhand Technical University","ror":"https://ror.org/03ms8m606","country_code":"IN","type":"education","lineage":["https://openalex.org/I201750527"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shikha Gupta","raw_affiliation_strings":["Department of Computer Science and Engineering, VMSB Uttarakhand Technical University, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, VMSB Uttarakhand Technical University, India","institution_ids":["https://openalex.org/I201750527"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061073645","display_name":"Neetu Sharma","orcid":"https://orcid.org/0000-0002-3434-742X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Neetu Sharma","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1969,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.7887388,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"21","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9839000105857849,"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":0.9839000105857849,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9768000245094299,"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":0.9133246541023254},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6398589015007019},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5160765051841736},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4751874506473541},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3795458972454071},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3425094783306122}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9133246541023254},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6398589015007019},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5160765051841736},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4751874506473541},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3795458972454071},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3425094783306122},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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:10.34028/iajit/21/4/12","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/21/4/12","pdf_url":null,"source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.34028/iajit/21/4/12","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/21/4/12","pdf_url":null,"source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1966096573","https://openalex.org/W1995301437","https://openalex.org/W2005546948","https://openalex.org/W2049525611","https://openalex.org/W2067059168","https://openalex.org/W2069308619","https://openalex.org/W2087145202","https://openalex.org/W2101998780","https://openalex.org/W2105567369","https://openalex.org/W2110244733","https://openalex.org/W2111540240","https://openalex.org/W2125682153","https://openalex.org/W2130509252","https://openalex.org/W2133961160","https://openalex.org/W2143175082","https://openalex.org/W2164979608","https://openalex.org/W2167809408","https://openalex.org/W2168351820","https://openalex.org/W2171618950","https://openalex.org/W2246929383","https://openalex.org/W2400211291","https://openalex.org/W2783073111","https://openalex.org/W2791239670","https://openalex.org/W2792802896","https://openalex.org/W2973433732","https://openalex.org/W3003161616","https://openalex.org/W3134613537","https://openalex.org/W4297648349","https://openalex.org/W4323306989","https://openalex.org/W4365396373"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Emerging":[0],"as":[1,121,217],"a":[2,72,89,102,136,180,199],"highly":[3],"promising":[4],"technology,":[5],"Flying":[6],"Ad-hoc":[7],"Networks":[8],"represent":[9],"self-organizing":[10],"networks":[11,36],"of":[12,84,127,147,202,227],"Unmanned":[13],"Aerial":[14],"Vehicles":[15],"(UAVs),":[16],"garnering":[17],"attention":[18],"for":[19,69,191,195],"their":[20,49],"diverse":[21],"applications":[22],"spanning":[23],"environmental":[24],"monitoring,":[25],"disaster":[26],"management,":[27],"precision":[28],"agriculture,":[29],"surveillance,":[30],"and":[31,93,117,193,220,230],"military":[32],"operations.":[33],"However,":[34],"these":[35],"face":[37],"challenges":[38],"to":[39,48,140],"various":[40],"security":[41,63,108],"threats,":[42],"including":[43],"malicious":[44],"node":[45,130],"detection":[46,83],"due":[47],"deployment":[50],"in":[51,76,131,166,204],"dynamic":[52],"environments.":[53],"To":[54,105],"address":[55],"this":[56,77],"issue,":[57],"we":[58,111],"present":[59],"an":[60],"improved":[61],"novel":[62],"solution,":[64],"Machine":[65],"Learning-based":[66],"Threat":[67],"Identification":[68],"FANET":[70],"using":[71,88,170],"Genetic":[73],"Algorithm":[74],"(ML-TIFGA)":[75],"paper.":[78],"The":[79],"research":[80],"includes":[81],"the":[82,96,125,128,142,145,152,167,175],"abnormal":[85],"behavior":[86,160],"nodes":[87],"basic":[90],"genetic":[91,122,133],"algorithm":[92],"dynamically":[94,148],"adapting":[95],"changing":[97],"network":[98,205],"conditions":[99],"by":[100],"utilizing":[101],"reputation":[103,155],"system.":[104],"enhance":[106],"our":[107,132],"solution":[109],"ML-TIFGA,":[110],"evaluated":[112],"two":[113],"key":[114],"factors:":[115],"cooperation":[116],"trustworthiness,":[118],"which":[119,178],"act":[120],"elements":[123],"within":[124],"chromosome":[126],"flying":[129],"population.":[134],"Further,":[135],"mechanism":[137],"is":[138],"incorporated":[139],"reconfigure":[141],"trust,":[143],"addressing":[144],"challenge":[146],"extracting":[149],"threats":[150],"through":[151,207],"updated":[153],"weighted":[154],"system":[156],"while":[157],"considering":[158],"past":[159],"monitoring.":[161],"Significant":[162],"improvements":[163],"were":[164],"found":[165],"experimental":[168],"results":[169],"actual":[171],"sample":[172],"values":[173],"from":[174],"NSL-KDD":[176],"dataset,":[177],"produced":[179],"remarkable":[181,200],"99.829%":[182],"classification":[183],"accuracy.":[184],"Additionally,":[185],"threat":[186],"identification":[187],"rates":[188],"reached":[189],"98.36%":[190],"training":[192],"98.86%":[194],"testing":[196],"samples,":[197],"with":[198],"improvement":[201],"99.3%":[203],"reliability":[206],"ML-TIFGA.":[208],"When":[209],"benchmarked":[210],"against":[211],"state-of-the-art":[212],"approaches,":[213],"performance":[214],"metrics":[215],"such":[216],"delay,":[218],"throughput,":[219],"data":[221],"delivery":[222],"rate":[223],"exhibited":[224],"notable":[225],"enhancements":[226],"24.65%,":[228],"29.16%,":[229],"31.73%,":[231],"respectively.":[232]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}
