{"id":"https://openalex.org/W7119136880","doi":"https://doi.org/10.1109/vtc2025-fall65116.2025.11310115","title":"Hierarchical Collaborative Anti-Jamming Spectrum Access for Multi-UAV Communications: A MARL Approach","display_name":"Hierarchical Collaborative Anti-Jamming Spectrum Access for Multi-UAV Communications: A MARL Approach","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W7119136880","doi":"https://doi.org/10.1109/vtc2025-fall65116.2025.11310115"},"language":null,"primary_location":{"id":"doi:10.1109/vtc2025-fall65116.2025.11310115","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2025-fall65116.2025.11310115","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 102nd Vehicular Technology Conference (VTC2025-Fall)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5122176934","display_name":"Bing Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Yan","raw_affiliation_strings":["National University of Defense Technology,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,Wuhan,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048884757","display_name":"X. S. Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ximing Wang","raw_affiliation_strings":["National University of Defense Technology,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,Wuhan,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054562041","display_name":"Wei Xie","orcid":"https://orcid.org/0009-0002-3174-4451"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Xie","raw_affiliation_strings":["National University of Defense Technology,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,Wuhan,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011496104","display_name":"Zhenyi Ke","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyi Ke","raw_affiliation_strings":["National University of Defense Technology,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,Wuhan,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102647069","display_name":"Tao Xiong","orcid":"https://orcid.org/0000-0002-6454-4416"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Xiong","raw_affiliation_strings":["National University of Defense Technology,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,Wuhan,China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101476539","display_name":"Yujie Jiang","orcid":"https://orcid.org/0000-0001-9169-6231"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yujie Jiang","raw_affiliation_strings":["National University of Defense Technology,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology,Wuhan,China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T11133","display_name":"UAV Applications and Optimization","score":0.7045999765396118,"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":0.7045999765396118,"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":0.19380000233650208,"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":0.012600000016391277,"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":0.6832000017166138},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5809999704360962},{"id":"https://openalex.org/keywords/jamming","display_name":"Jamming","score":0.5561000108718872},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5248000025749207},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46470001339912415},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.46389999985694885},{"id":"https://openalex.org/keywords/broadband","display_name":"Broadband","score":0.45089998841285706},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4047999978065491},{"id":"https://openalex.org/keywords/q-learning","display_name":"Q-learning","score":0.39649999141693115}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6832000017166138},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.666700005531311},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5809999704360962},{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.5561000108718872},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5248000025749207},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46470001339912415},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.46389999985694885},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4607999920845032},{"id":"https://openalex.org/C509933004","wikidata":"https://www.wikidata.org/wiki/Q194163","display_name":"Broadband","level":2,"score":0.45089998841285706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4171999990940094},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4047999978065491},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.39649999141693115},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.388700008392334},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.36149999499320984},{"id":"https://openalex.org/C189693848","wikidata":"https://www.wikidata.org/wiki/Q6031064","display_name":"Information exchange","level":2,"score":0.34709998965263367},{"id":"https://openalex.org/C125599584","wikidata":"https://www.wikidata.org/wiki/Q15057100","display_name":"Broadband networks","level":3,"score":0.3386000096797943},{"id":"https://openalex.org/C114237682","wikidata":"https://www.wikidata.org/wiki/Q5072483","display_name":"Channel allocation schemes","level":3,"score":0.33739998936653137},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33719998598098755},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.3262999951839447},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.3093999922275543},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3034000098705292},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C148063708","wikidata":"https://www.wikidata.org/wiki/Q5072511","display_name":"Channel state information","level":3,"score":0.28870001435279846},{"id":"https://openalex.org/C157607044","wikidata":"https://www.wikidata.org/wiki/Q5165851","display_name":"Control channel","level":3,"score":0.28380000591278076},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.26600000262260437},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.2621000111103058},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.2563999891281128},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2551000118255615},{"id":"https://openalex.org/C166109690","wikidata":"https://www.wikidata.org/wiki/Q4677422","display_name":"Action selection","level":3,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtc2025-fall65116.2025.11310115","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2025-fall65116.2025.11310115","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 102nd Vehicular Technology Conference (VTC2025-Fall)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1932847118","https://openalex.org/W2904246096","https://openalex.org/W2965774728","https://openalex.org/W2994008524","https://openalex.org/W3033035734","https://openalex.org/W3056678973","https://openalex.org/W4200475471","https://openalex.org/W4285135767","https://openalex.org/W4285301536","https://openalex.org/W4392607755","https://openalex.org/W4399118878","https://openalex.org/W4400276398","https://openalex.org/W4401070502","https://openalex.org/W4401567683","https://openalex.org/W4404563126","https://openalex.org/W4406728810"],"related_works":[],"abstract_inverted_index":{"For":[0],"the":[1,27,38,74,82,97,106,119,125,143],"problem":[2],"of":[3,31,113],"multi-UAV":[4],"collaborative":[5,42,57],"anti-jamming":[6,43,145],"communication":[7,28,140],"in":[8,40,50],"broadband":[9,51],"and":[10,116,124,147],"complex":[11],"dynamic":[12],"jamming":[13,48],"environments,":[14],"this":[15,134],"paper":[16],"proposes":[17],"a":[18,55,65,86],"method":[19],"based":[20],"on":[21],"deep":[22],"reinforcement":[23],"learning":[24,41,58,120],"to":[25,36,70],"optimize":[26],"channel":[29,79,87,117],"selection":[30,67,88,115],"UAV":[32,63],"clusters.":[33,103],"In":[34],"order":[35],"address":[37],"difficulty":[39],"strategies":[44],"caused":[45],"by":[46],"multiple":[47],"patterns":[49],"communication,":[52],"we":[53],"construct":[54],"hierarchical":[56],"mechanism.":[59],"The":[60],"cluster":[61,75,92],"head":[62],"employs":[64],"band":[66,114],"neural":[68,89],"network":[69],"choose":[71],"sub-bands,":[72],"while":[73],"member":[76],"UAVs":[77],"perform":[78],"access":[80],"within":[81],"selected":[83],"sub-band":[84],"using":[85],"network.":[90],"Each":[91],"adopts":[93],"distributed":[94],"learning,":[95],"eliminating":[96],"need":[98],"for":[99],"information":[100],"exchange":[101],"between":[102],"By":[104],"decomposing":[105],"large":[107],"action":[108],"space":[109],"into":[110],"two":[111],"subproblems":[112],"access,":[118],"process":[121],"is":[122,128],"accelerated":[123],"convergence":[126],"speed":[127],"improved.":[129],"Simulation":[130],"results":[131],"demonstrate":[132],"that":[133],"algorithm":[135],"can":[136],"rapidly":[137],"learn":[138],"effective":[139],"strategies,":[141],"enhancing":[142],"system\u2019s":[144],"capability":[146],"improving":[148],"overall":[149],"stability.":[150]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-01-08T00:00:00"}