{"id":"https://openalex.org/W4404916435","doi":"https://doi.org/10.1109/apcc62576.2024.10768068","title":"AI-based Approach for Radio Frequency Jamming Attack Detection in Unmanned Aerial Vehicles","display_name":"AI-based Approach for Radio Frequency Jamming Attack Detection in Unmanned Aerial Vehicles","publication_year":2024,"publication_date":"2024-11-05","ids":{"openalex":"https://openalex.org/W4404916435","doi":"https://doi.org/10.1109/apcc62576.2024.10768068"},"language":"en","primary_location":{"id":"doi:10.1109/apcc62576.2024.10768068","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apcc62576.2024.10768068","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 29th Asia Pacific Conference on Communications (APCC)","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/A5114957494","display_name":"Jetani Harshil","orcid":null},"institutions":[{"id":"https://openalex.org/I165831266","display_name":"Nirma University","ror":"https://ror.org/05qkq7x38","country_code":"IN","type":"education","lineage":["https://openalex.org/I165831266"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Jetani Harshil","raw_affiliation_strings":["Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India"],"affiliations":[{"raw_affiliation_string":"Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India","institution_ids":["https://openalex.org/I165831266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114957495","display_name":"Harikrushna Goti","orcid":null},"institutions":[{"id":"https://openalex.org/I165831266","display_name":"Nirma University","ror":"https://ror.org/05qkq7x38","country_code":"IN","type":"education","lineage":["https://openalex.org/I165831266"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Harikrushna Goti","raw_affiliation_strings":["Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India"],"affiliations":[{"raw_affiliation_string":"Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India","institution_ids":["https://openalex.org/I165831266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092389647","display_name":"Nikunjkumar Mahida","orcid":null},"institutions":[{"id":"https://openalex.org/I165831266","display_name":"Nirma University","ror":"https://ror.org/05qkq7x38","country_code":"IN","type":"education","lineage":["https://openalex.org/I165831266"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Nikunjkumar Mahida","raw_affiliation_strings":["Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India"],"affiliations":[{"raw_affiliation_string":"Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India","institution_ids":["https://openalex.org/I165831266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058080028","display_name":"Rajesh Gupta","orcid":"https://orcid.org/0000-0003-3298-4238"},"institutions":[{"id":"https://openalex.org/I165831266","display_name":"Nirma University","ror":"https://ror.org/05qkq7x38","country_code":"IN","type":"education","lineage":["https://openalex.org/I165831266"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajesh Gupta","raw_affiliation_strings":["Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India"],"affiliations":[{"raw_affiliation_string":"Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India","institution_ids":["https://openalex.org/I165831266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089077811","display_name":"Sudeep Tanwar","orcid":"https://orcid.org/0000-0002-1776-4651"},"institutions":[{"id":"https://openalex.org/I165831266","display_name":"Nirma University","ror":"https://ror.org/05qkq7x38","country_code":"IN","type":"education","lineage":["https://openalex.org/I165831266"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sudeep Tanwar","raw_affiliation_strings":["Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India"],"affiliations":[{"raw_affiliation_string":"Institute of Technology Nirma University,Department of Comp. Sci. & Engg,Ahmedabad,India","institution_ids":["https://openalex.org/I165831266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005884231","display_name":"Geetika Bhardwaj","orcid":"https://orcid.org/0000-0001-9289-0925"},"institutions":[{"id":"https://openalex.org/I165682329","display_name":"Guru Nanak Dev University","ror":"https://ror.org/05ghzpa93","country_code":"IN","type":"education","lineage":["https://openalex.org/I165682329"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Geetika Bhardwaj","raw_affiliation_strings":["Guru Nanak Dev Engineering College Ludhiana,Department of Comp. Sci. & Engg,Punjab,India"],"affiliations":[{"raw_affiliation_string":"Guru Nanak Dev Engineering College Ludhiana,Department of Comp. Sci. & Engg,Punjab,India","institution_ids":["https://openalex.org/I165682329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029582839","display_name":"N. Z. Jhanjhi","orcid":"https://orcid.org/0000-0001-8116-4733"},"institutions":[{"id":"https://openalex.org/I4210143550","display_name":"Taylor's University","ror":"https://ror.org/0498pcx51","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210143550"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"N.Z Jhanjhi","raw_affiliation_strings":["Taylor’s University Subang Jaya,School of Computer Science,Malaysia"],"affiliations":[{"raw_affiliation_string":"Taylor’s University Subang Jaya,School of Computer Science,Malaysia","institution_ids":["https://openalex.org/I4210143550"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102916685","display_name":"Sayan Kumar Ray","orcid":"https://orcid.org/0000-0003-2485-437X"},"institutions":[{"id":"https://openalex.org/I4210143550","display_name":"Taylor's University","ror":"https://ror.org/0498pcx51","country_code":"MY","type":"education","lineage":["https://openalex.org/I4210143550"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Sayan Kumar Ray","raw_affiliation_strings":["Taylor’s University Subang Jaya,School of Computer Science,Malaysia"],"affiliations":[{"raw_affiliation_string":"Taylor’s University Subang Jaya,School of Computer Science,Malaysia","institution_ids":["https://openalex.org/I4210143550"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5114957494"],"corresponding_institution_ids":["https://openalex.org/I165831266"],"apc_list":null,"apc_paid":null,"fwci":0.7547,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81054837,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"266","last_page":"271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10891","display_name":"Radar Systems and Signal Processing","score":0.9904999732971191,"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"}},"topics":[{"id":"https://openalex.org/T10891","display_name":"Radar Systems and Signal Processing","score":0.9904999732971191,"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"}},{"id":"https://openalex.org/T12158","display_name":"Guidance and Control Systems","score":0.9901000261306763,"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"}},{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9832000136375427,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/jamming","display_name":"Jamming","score":0.7837427258491516},{"id":"https://openalex.org/keywords/radio-frequency","display_name":"Radio frequency","score":0.5982482433319092},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5958972573280334},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.22680172324180603},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10686519742012024}],"concepts":[{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.7837427258491516},{"id":"https://openalex.org/C74064498","wikidata":"https://www.wikidata.org/wiki/Q3396184","display_name":"Radio frequency","level":2,"score":0.5982482433319092},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5958972573280334},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.22680172324180603},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10686519742012024},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/apcc62576.2024.10768068","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apcc62576.2024.10768068","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 29th Asia Pacific Conference on Communications (APCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2913581769","https://openalex.org/W2999467118","https://openalex.org/W3138985726","https://openalex.org/W3174137752","https://openalex.org/W3194126250","https://openalex.org/W3195721190","https://openalex.org/W4210944412","https://openalex.org/W4385627210","https://openalex.org/W4393111462"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1984793747","https://openalex.org/W4312547492","https://openalex.org/W3197729047","https://openalex.org/W3016692377","https://openalex.org/W1624160917","https://openalex.org/W2370486284","https://openalex.org/W2143847498"],"abstract_inverted_index":{"Unmanned":[0],"Aerial":[1],"Vehicles":[2],"(UAV)":[3],"are":[4,74],"highly":[5],"versatile":[6],"systems":[7,60,169],"with":[8],"applications":[9],"expanding":[10],"in":[11,76,86,104,138,170,179],"various":[12],"fields,":[13],"for":[14,43,98,143],"instance,":[15],"Surveillance,":[16],"Reconnaissance,":[17],"Disaster":[18],"Response,":[19],"Agriculture,":[20],"and":[21,39,58,69,81,127,154,176],"many":[22,27,77],"more.":[23],"Although":[24],"UAVs":[25,64,171],"have":[26],"important":[28],"advantages":[29],"over":[30],"conventional":[31,117],"manned":[32],"aircraft,":[33],"such":[34],"as":[35],"cheaper":[36],"operating":[37],"costs":[38],"a":[40,53,156],"lower":[41],"risk":[42,55],"human":[44],"pilots,":[45],"their":[46,174],"vulnerability":[47],"to":[48,56,93,111,165,172],"Radio":[49],"Frequency":[50],"(RF)-jamming":[51],"poses":[52],"substantial":[54],"navigation":[57,82],"communication":[59],"by":[61],"disrupting":[62],"signals.":[63],"depend":[65],"on":[66],"remote":[67],"control":[68],"autonomous":[70,88],"operations.":[71],"These":[72,134],"attacks":[73,103],"concerning":[75],"application":[78],"areas.":[79],"Communication":[80],"play":[83],"crucial":[84],"roles":[85],"these":[87],"systems.":[89],"This":[90,162],"paper":[91,163],"aims":[92,164],"explore":[94],"different":[95],"deep-learning":[96],"algorithms":[97],"the":[99,128,131,144],"detection":[100,168],"of":[101,152],"RF-jamming":[102,167],"UAVs.":[105],"A":[106],"comparison":[107],"analysis":[108],"is":[109],"conducted":[110],"evaluate":[112],"five":[113],"distinct":[114],"architectures":[115],"using":[116],"evaluation":[118],"metrics":[119],"criteria":[120],"comprising":[121],"accuracy,":[122],"precision,":[123],"recall,":[124],"confusion":[125],"matrices,":[126],"area":[129],"under":[130],"ROC":[132],"curve.":[133],"comparative":[135],"analyses":[136],"helped":[137],"selecting":[139],"an":[140,149],"accurate":[141],"architecture":[142,147],"definition,":[145],"RNN":[146],"gave":[148],"impressive":[150],"accuracy":[151],"93%":[153],"demonstrated":[155],"superior":[157],"performance":[158],"than":[159],"other":[160],"architectures.":[161],"strengthen":[166],"enhance":[173],"safety":[175],"operational":[177],"reliability":[178],"several":[180],"scenarios.":[181]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-02-25T23:00:34.991745","created_date":"2025-10-10T00:00:00"}