{"id":"https://openalex.org/W4415707506","doi":"https://doi.org/10.1109/tce.2025.3627267","title":"Deep Reinforcement Learning-Based Anti-Jamming Rate Adaptation and Frequency Selection Algorithm for UAV Ad Hoc Networks","display_name":"Deep Reinforcement Learning-Based Anti-Jamming Rate Adaptation and Frequency Selection Algorithm for UAV Ad Hoc Networks","publication_year":2025,"publication_date":"2025-10-30","ids":{"openalex":"https://openalex.org/W4415707506","doi":"https://doi.org/10.1109/tce.2025.3627267"},"language":null,"primary_location":{"id":"doi:10.1109/tce.2025.3627267","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3627267","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Consumer Electronics","raw_type":"journal-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/A5100929062","display_name":"Liubin Song","orcid":"https://orcid.org/0009-0006-7990-904X"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liubin Song","raw_affiliation_strings":["Army Engineering University of PLA, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0006-7990-904X","affiliations":[{"raw_affiliation_string":"Army Engineering University of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Daoxing Guo","orcid":"https://orcid.org/0009-0008-0339-7249"},"institutions":[{"id":"https://openalex.org/I4210163363","display_name":"PLA Army Engineering University","ror":"https://ror.org/05mgp8x93","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163363"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daoxing Guo","raw_affiliation_strings":["Army Engineering University of PLA, Nanjing, China"],"raw_orcid":"https://orcid.org/0009-0008-0339-7249","affiliations":[{"raw_affiliation_string":"Army Engineering University of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210163363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082319622","display_name":"Ting Hu","orcid":"https://orcid.org/0000-0003-4177-7011"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210119392","display_name":"Institute of Microelectronics","ror":"https://ror.org/02s6gs133","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting Hu","raw_affiliation_strings":["Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Microelectronics, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210119392","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101684375","display_name":"Jingzhou Yang","orcid":"https://orcid.org/0000-0002-5092-6739"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingzhou Yang","raw_affiliation_strings":["Nanjing University of Posts and Telecommunications, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.907,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.94607503,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"71","issue":"4","first_page":"11782","last_page":"11790"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9516000151634216,"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/T11133","display_name":"UAV Applications and Optimization","score":0.9516000151634216,"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/T11498","display_name":"Security in Wireless Sensor Networks","score":0.00800000037997961,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.0044999998062849045,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.7918000221252441},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5971999764442444},{"id":"https://openalex.org/keywords/wireless-ad-hoc-network","display_name":"Wireless ad hoc network","score":0.5806999802589417},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.5310999751091003},{"id":"https://openalex.org/keywords/jamming","display_name":"Jamming","score":0.5181000232696533},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4848000109195709},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4562000036239624},{"id":"https://openalex.org/keywords/frequency-hopping-spread-spectrum","display_name":"Frequency-hopping spread spectrum","score":0.4325999915599823},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4287000000476837}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7918000221252441},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7329999804496765},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5971999764442444},{"id":"https://openalex.org/C94523657","wikidata":"https://www.wikidata.org/wiki/Q4085781","display_name":"Wireless ad hoc network","level":3,"score":0.5806999802589417},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.5310999751091003},{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.5181000232696533},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4848000109195709},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4562000036239624},{"id":"https://openalex.org/C122962297","wikidata":"https://www.wikidata.org/wiki/Q1136013","display_name":"Frequency-hopping spread spectrum","level":2,"score":0.4325999915599823},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4287000000476837},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.4259999990463257},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4147000014781952},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.39899998903274536},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.3815000057220459},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.3718000054359436},{"id":"https://openalex.org/C47798520","wikidata":"https://www.wikidata.org/wiki/Q190157","display_name":"Transmitter","level":3,"score":0.35040000081062317},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.31630000472068787},{"id":"https://openalex.org/C163164238","wikidata":"https://www.wikidata.org/wiki/Q2737027","display_name":"Failure rate","level":2,"score":0.31310001015663147},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.3075999915599823},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2971999943256378},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28540000319480896},{"id":"https://openalex.org/C192448918","wikidata":"https://www.wikidata.org/wiki/Q682677","display_name":"Vehicular ad hoc network","level":4,"score":0.2818000018596649},{"id":"https://openalex.org/C2775973920","wikidata":"https://www.wikidata.org/wiki/Q3252726","display_name":"Selection algorithm","level":3,"score":0.28110000491142273},{"id":"https://openalex.org/C25915539","wikidata":"https://www.wikidata.org/wiki/Q220786","display_name":"Automatic frequency control","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2680000066757202},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2574999928474426},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tce.2025.3627267","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2025.3627267","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Consumer Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1582929720","https://openalex.org/W2056299910","https://openalex.org/W2114183134","https://openalex.org/W2128223936","https://openalex.org/W2470644560","https://openalex.org/W2963667373","https://openalex.org/W2969750894","https://openalex.org/W2991729448","https://openalex.org/W3186661962","https://openalex.org/W3210522537","https://openalex.org/W4206559190","https://openalex.org/W4312791803","https://openalex.org/W4378805062","https://openalex.org/W4386280969","https://openalex.org/W4387682261","https://openalex.org/W4390956158","https://openalex.org/W4399527466","https://openalex.org/W4400277718","https://openalex.org/W4400411354","https://openalex.org/W4402811698","https://openalex.org/W4403919813","https://openalex.org/W4405517436","https://openalex.org/W4409599139","https://openalex.org/W4413276677"],"related_works":[],"abstract_inverted_index":{"In":[0],"unmanned":[1],"aerial":[2],"vehicle":[3],"(UAV)":[4],"ad":[5,81],"hoc":[6,82],"networks,":[7],"dynamic":[8,70],"wireless":[9],"channel":[10,126],"fluctuations":[11],"and":[12,26,47,67,73,125,131],"malicious":[13],"electromagnetic":[14],"jamming":[15],"may":[16],"severely":[17],"compromise":[18],"link":[19],"reliability,":[20],"causing":[21],"rate":[22,74,86,132,137],"adaptation":[23,75,87,116,138],"mechanism":[24,88],"failures":[25],"substantial":[27],"packet":[28],"loss.":[29],"A":[30,84],"decentralized":[31],"optimization":[32],"framework":[33],"based":[34],"on":[35,45],"deep":[36,111],"reinforcement":[37,112],"learning":[38,113],"(DRL)":[39],"is":[40,89],"proposed":[41,110,141],"for":[42,99],"efficient":[43],"selections":[44],"frequency":[46,66,71,103,130],"data":[48],"rate.":[49],"This":[50],"paper":[51],"formulates":[52],"a":[53,59],"Markov":[54],"Decision":[55],"Process":[56],"(MDP)":[57],"with":[58],"two-dimensional":[60],"action":[61],"space":[62],"composed":[63],"of":[64,102,123],"transmission":[65],"rate,":[68],"enabling":[69,128],"switching":[72],"to":[76,91,135],"mitigate":[77],"interference":[78,124],"in":[79],"UAV":[80],"networks.":[83],"feedback-based":[85],"designed":[90],"ensure":[92],"the":[93,100,109,121,140],"algorithm\u2019s":[94],"practical":[95],"feasibility":[96],"while":[97],"accounting":[98],"overhead":[101],"switching.":[104],"Simulation":[105],"results":[106],"demonstrate":[107],"that":[108],"(DRL)-based":[114],"dual":[115],"algorithm":[117],"can":[118],"autonomously":[119],"learn":[120],"patterns":[122],"variation,":[127],"intelligent":[129],"selection.":[133],"Compared":[134],"traditional":[136],"schemes,":[139],"method":[142],"significantly":[143],"improves":[144],"system":[145],"throughput.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-30T00:00:00"}