{"id":"https://openalex.org/W4388040768","doi":"https://doi.org/10.1109/pimrc56721.2023.10293793","title":"Defeating Proactive Jammers Using Deep Reinforcement Learning for Resource-Constrained IoT Networks","display_name":"Defeating Proactive Jammers Using Deep Reinforcement Learning for Resource-Constrained IoT Networks","publication_year":2023,"publication_date":"2023-09-05","ids":{"openalex":"https://openalex.org/W4388040768","doi":"https://doi.org/10.1109/pimrc56721.2023.10293793"},"language":"en","primary_location":{"id":"doi:10.1109/pimrc56721.2023.10293793","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/pimrc56721.2023.10293793","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","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/A5085694574","display_name":"Abubakar Sani Ali","orcid":"https://orcid.org/0000-0003-4155-1792"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Abubakar S. Ali","raw_affiliation_strings":["Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE,127788"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062807150","display_name":"Shimaa Naser","orcid":"https://orcid.org/0000-0002-2941-9337"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Shimaa Naser","raw_affiliation_strings":["Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE,127788"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004034156","display_name":"Sami Muhaidat","orcid":"https://orcid.org/0000-0003-4649-9399"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]},{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["AE","CA"],"is_corresponding":false,"raw_author_name":"Sami Muhaidat","raw_affiliation_strings":["Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE,127788","Department of Systems and Computer Engineering, Carleton University, Ottawa, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE,127788","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"Department of Systems and Computer Engineering, Carleton University, Ottawa, Canada","institution_ids":["https://openalex.org/I67031392"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085694574"],"corresponding_institution_ids":["https://openalex.org/I176601375"],"apc_list":null,"apc_paid":null,"fwci":1.7561,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.85901014,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11498","display_name":"Security in Wireless Sensor Networks","score":0.9984999895095825,"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/T11498","display_name":"Security in Wireless Sensor Networks","score":0.9984999895095825,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9979000091552734,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/jamming","display_name":"Jamming","score":0.9083255529403687},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8092038631439209},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7940804362297058},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6560348868370056},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.47848743200302124},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.38622593879699707},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34612613916397095},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2857418358325958}],"concepts":[{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.9083255529403687},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8092038631439209},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7940804362297058},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6560348868370056},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.47848743200302124},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.38622593879699707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34612613916397095},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2857418358325958},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pimrc56721.2023.10293793","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/pimrc56721.2023.10293793","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","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":23,"referenced_works":["https://openalex.org/W1665214252","https://openalex.org/W2071707134","https://openalex.org/W2113651538","https://openalex.org/W2114543235","https://openalex.org/W2145339207","https://openalex.org/W2536026798","https://openalex.org/W2765492968","https://openalex.org/W2765551136","https://openalex.org/W2802251403","https://openalex.org/W2958231826","https://openalex.org/W2962792006","https://openalex.org/W2980965333","https://openalex.org/W2991059173","https://openalex.org/W3005208321","https://openalex.org/W3097066866","https://openalex.org/W4241684208","https://openalex.org/W4298857966","https://openalex.org/W4308820185","https://openalex.org/W4313315845","https://openalex.org/W6637242042","https://openalex.org/W6637967152","https://openalex.org/W6677106874","https://openalex.org/W6846629084"],"related_works":["https://openalex.org/W4200319726","https://openalex.org/W1984793747","https://openalex.org/W4312547492","https://openalex.org/W3197729047","https://openalex.org/W1624160917","https://openalex.org/W1987034598","https://openalex.org/W2370486284","https://openalex.org/W2143847498","https://openalex.org/W2354671671","https://openalex.org/W2963685604"],"abstract_inverted_index":{"Traditional":[0],"anti-jamming":[1,55,140],"techniques":[2,44],"like":[3],"spread":[4],"spectrum,":[5],"adaptive":[6,52],"power/rate":[7],"control,":[8],"and":[9,30,53,66,120,176,183],"cognitive":[10],"radio,":[11],"have":[12,45],"demonstrated":[13],"effectiveness":[14,135],"in":[15],"mitigating":[16],"jamming":[17,32,109,148,159,174],"attacks.":[18],"However,":[19],"their":[20,147],"robustness":[21],"against":[22,142,173],"the":[23,68,106,111,115,134,137,152],"growing":[24],"complexity":[25],"of":[26,70,99,108,113,136,146],"internet-of-thing":[27],"(IoT)":[28],"networks":[29,172],"diverse":[31],"attacks":[33,175],"is":[34,125],"still":[35],"limited.":[36],"To":[37],"address":[38],"these":[39],"challenges,":[40],"machine":[41],"learning":[42,81],"(ML)-based":[43],"emerged":[46],"as":[47],"promising":[48,167],"solutions.":[49],"By":[50],"offering":[51],"intelligent":[54],"capabilities,":[56],"ML-based":[57],"approaches":[58],"can":[59],"effectively":[60],"adapt":[61],"to":[62,104],"dynamic":[63],"attack":[64],"scenarios":[65],"overcome":[67],"limitations":[69],"traditional":[71],"methods.":[72],"In":[73],"this":[74,186],"paper,":[75],"we":[76],"propose":[77],"a":[78,155,166],"deep":[79,100],"reinforcement":[80],"(DRL)-based":[82],"approach":[83,141],"that":[84,124],"utilizes":[85],"state":[86],"input":[87],"from":[88],"realistic":[89],"wireless":[90],"network":[91],"interface":[92],"cards.":[93],"We":[94],"train":[95],"five":[96],"different":[97],"variants":[98],"Q-network":[101],"(DQN)":[102],"agents":[103],"mitigate":[105],"effects":[107],"with":[110],"aim":[112],"identifying":[114],"most":[116],"sample-efficient,":[117],"lightweight,":[118],"robust,":[119],"least":[121],"complex":[122],"agent":[123],"tailored":[126],"for":[127,154,169,180],"power-constrained":[128],"devices.":[129],"The":[130],"simulation":[131],"results":[132],"demonstrate":[133],"proposed":[138],"DRL-based":[139],"proactive":[143],"jammers,":[144],"regardless":[145],"strategy":[149,160],"which":[150],"eliminates":[151],"need":[153],"pattern":[156],"recognition":[157],"or":[158],"detection":[161],"step.":[162],"Our":[163],"findings":[164],"present":[165],"solution":[168],"securing":[170],"IoT":[171],"highlights":[177],"substantial":[178],"opportunities":[179],"continued":[181],"investigation":[182],"advancement":[184],"within":[185],"field.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
