{"id":"https://openalex.org/W4387870288","doi":"https://doi.org/10.1109/icc45041.2023.10279067","title":"Reinforcement Learning Based UAV Swarm Communications Against Jamming","display_name":"Reinforcement Learning Based UAV Swarm Communications Against Jamming","publication_year":2023,"publication_date":"2023-05-28","ids":{"openalex":"https://openalex.org/W4387870288","doi":"https://doi.org/10.1109/icc45041.2023.10279067"},"language":"en","primary_location":{"id":"doi:10.1109/icc45041.2023.10279067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10279067","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","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/A5004056315","display_name":"Zefang Lv","orcid":"https://orcid.org/0000-0003-3880-5069"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zefang Lv","raw_affiliation_strings":["Xiamen University,Dept. of Information and Communication Engineering","Dept. of Information and Communication Engineering, Xiamen University"],"affiliations":[{"raw_affiliation_string":"Xiamen University,Dept. of Information and Communication Engineering","institution_ids":["https://openalex.org/I191208505"]},{"raw_affiliation_string":"Dept. of Information and Communication Engineering, Xiamen University","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003967935","display_name":"Guohang Niu","orcid":"https://orcid.org/0000-0001-9883-9936"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guohang Niu","raw_affiliation_strings":["Xiamen University,Dept. of Information and Communication Engineering","Dept. of Information and Communication Engineering, Xiamen University"],"affiliations":[{"raw_affiliation_string":"Xiamen University,Dept. of Information and Communication Engineering","institution_ids":["https://openalex.org/I191208505"]},{"raw_affiliation_string":"Dept. of Information and Communication Engineering, Xiamen University","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068976123","display_name":"Liang Xiao","orcid":"https://orcid.org/0000-0003-2402-611X"},"institutions":[{"id":"https://openalex.org/I191208505","display_name":"Xiamen University","ror":"https://ror.org/00mcjh785","country_code":"CN","type":"education","lineage":["https://openalex.org/I191208505"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Xiao","raw_affiliation_strings":["Xiamen University,Dept. of Information and Communication Engineering","Dept. of Information and Communication Engineering, Xiamen University"],"affiliations":[{"raw_affiliation_string":"Xiamen University,Dept. of Information and Communication Engineering","institution_ids":["https://openalex.org/I191208505"]},{"raw_affiliation_string":"Dept. of Information and Communication Engineering, Xiamen University","institution_ids":["https://openalex.org/I191208505"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091278532","display_name":"Chengwen Xing","orcid":"https://orcid.org/0000-0001-8839-0485"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengwen Xing","raw_affiliation_strings":["School of Information and Electronics, Beijing Institute of Technology"],"affiliations":[{"raw_affiliation_string":"School of Information and Electronics, Beijing Institute of Technology","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113664303","display_name":"Wenyuan Xu","orcid":"https://orcid.org/0000-0002-5857-7393"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]},{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyuan Xu","raw_affiliation_strings":["Zhejiang University,Dept. of System Science and Engineering","Dept. of System Science and Engineering, Zhejiang University"],"affiliations":[{"raw_affiliation_string":"Zhejiang University,Dept. of System Science and Engineering","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"Dept. of System Science and Engineering, Zhejiang University","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5004056315"],"corresponding_institution_ids":["https://openalex.org/I191208505"],"apc_list":null,"apc_paid":null,"fwci":3.0779,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.92758035,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"5204","last_page":"5209"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9998999834060669,"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":0.9998999834060669,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9531999826431274,"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"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9276000261306763,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8777738809585571},{"id":"https://openalex.org/keywords/swarm-behaviour","display_name":"Swarm behaviour","score":0.7879452109336853},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7739343047142029},{"id":"https://openalex.org/keywords/jamming","display_name":"Jamming","score":0.6056177616119385},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5326352119445801},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4893433451652527},{"id":"https://openalex.org/keywords/relay","display_name":"Relay","score":0.4512844681739807},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3666335940361023},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32922977209091187},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.20372021198272705},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1515914797782898}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8777738809585571},{"id":"https://openalex.org/C181335050","wikidata":"https://www.wikidata.org/wiki/Q14915018","display_name":"Swarm behaviour","level":2,"score":0.7879452109336853},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7739343047142029},{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.6056177616119385},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5326352119445801},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4893433451652527},{"id":"https://openalex.org/C2778156585","wikidata":"https://www.wikidata.org/wiki/Q174053","display_name":"Relay","level":3,"score":0.4512844681739807},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3666335940361023},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32922977209091187},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.20372021198272705},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1515914797782898},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc45041.2023.10279067","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc45041.2023.10279067","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2023 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.9100000262260437,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2268751503","https://openalex.org/W2327622231","https://openalex.org/W2776055286","https://openalex.org/W2782363571","https://openalex.org/W2783057440","https://openalex.org/W2891339338","https://openalex.org/W2969525674","https://openalex.org/W2994008524","https://openalex.org/W3020522931","https://openalex.org/W3090205954","https://openalex.org/W3096193835","https://openalex.org/W3107350004","https://openalex.org/W3135625982","https://openalex.org/W3163676048","https://openalex.org/W3172993807"],"related_works":["https://openalex.org/W4200319726","https://openalex.org/W2539674285","https://openalex.org/W4288714711","https://openalex.org/W3200708550","https://openalex.org/W1038122923","https://openalex.org/W1998322187","https://openalex.org/W2952514781","https://openalex.org/W1984793747","https://openalex.org/W2736680465","https://openalex.org/W2771637876"],"abstract_inverted_index":{"Reinforcement":[0],"learning":[1,33,82,92],"based":[2,34,49],"unmanned":[3],"aerial":[4],"vehicle":[5],"(UAV)":[6],"swarm":[7,36,100,131,146],"communications":[8],"have":[9],"to":[10,40,72,84,95,104],"address":[11],"the":[12,16,42,51,59,69,74,86,91,98,106,112,116,121,125,130,135,141,145,155],"challenges":[13],"raised":[14],"by":[15,63],"large-scale":[17],"dynamic":[18],"network":[19,52,60],"and":[20,23,46,58,78,89,119,134,149],"strong":[21],"jamming":[22],"interference.":[24],"In":[25],"this":[26],"paper,":[27],"we":[28],"propose":[29],"a":[30,80],"multiagent":[31],"reinforcement":[32],"UAV":[35,43],"anti-jamming":[37],"communication":[38,147],"scheme":[39,67,118,143],"optimize":[41],"relay":[44],"selection":[45],"power":[47],"allocation":[48],"on":[50],"topology,":[53],"channel":[54],"states,":[55],"previous":[56],"performance":[57,122,148],"states":[61],"shared":[62,99],"neighboring":[64],"UAVs.":[65],"This":[66],"formulates":[68],"policy":[70,75,87,108],"distribution":[71],"improve":[73],"space":[76],"exploration":[77],"designs":[79],"soft":[81],"mechanism":[83],"guide":[85],"update":[88],"stabilize":[90],"process.":[93],"According":[94],"transfer":[96],"learning,":[97],"experiences":[101],"are":[102],"exploited":[103],"accelerate":[105],"initial":[107],"learning.":[109],"We":[110],"investigate":[111],"computational":[113],"complexity":[114],"of":[115],"proposed":[117,142],"derive":[120],"bound":[123],"regarding":[124],"message":[126],"bit":[127],"error":[128],"rate,":[129],"energy":[132,151],"consumption":[133,152],"utility.":[136],"Simulation":[137],"results":[138],"show":[139],"that":[140],"improves":[144],"saves":[150],"compared":[153],"with":[154],"benchmark":[156],"scheme.":[157]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}