{"id":"https://openalex.org/W4401567683","doi":"https://doi.org/10.1109/tvt.2024.3443263","title":"Game Theory and Multi\u2013Agent DRL Based Anti-Jamming Transmission for Integrated Air-Ground Network","display_name":"Game Theory and Multi\u2013Agent DRL Based Anti-Jamming Transmission for Integrated Air-Ground Network","publication_year":2024,"publication_date":"2024-08-14","ids":{"openalex":"https://openalex.org/W4401567683","doi":"https://doi.org/10.1109/tvt.2024.3443263"},"language":"en","primary_location":{"id":"doi:10.1109/tvt.2024.3443263","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2024.3443263","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"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 Vehicular Technology","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/A5030638357","display_name":"Chengjian Liao","orcid":"https://orcid.org/0000-0002-0817-406X"},"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":true,"raw_author_name":"Chengjian Liao","raw_affiliation_strings":["Army Engineering University of PLA, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-0817-406X","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":"Kui Xu","orcid":"https://orcid.org/0000-0001-6301-9145"},"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":"Kui Xu","raw_affiliation_strings":["Army Engineering University of PLA, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-6301-9145","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/A5068754399","display_name":"Guojie Hu","orcid":"https://orcid.org/0000-0001-8537-1270"},"institutions":[{"id":"https://openalex.org/I2801618472","display_name":"PLA Rocket Force University of Engineering","ror":"https://ror.org/00gg5zj35","country_code":"CN","type":"education","lineage":["https://openalex.org/I2801618472"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guojie Hu","raw_affiliation_strings":["Rocket Force University of Engineering, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0001-8537-1270","affiliations":[{"raw_affiliation_string":"Rocket Force University of Engineering, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I2801618472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074781573","display_name":"Xiaochen Xia","orcid":"https://orcid.org/0000-0002-2186-4655"},"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":"Xiaochen Xia","raw_affiliation_strings":["Army Engineering University of PLA, Nanjing, China"],"raw_orcid":null,"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/A5034244287","display_name":"Chen Wei","orcid":"https://orcid.org/0000-0002-3684-8324"},"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":"Chen Wei","raw_affiliation_strings":["Army Engineering University of PLA, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-3684-8324","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":"Wei Xie","orcid":"https://orcid.org/0000-0002-9173-6499"},"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":"Wei Xie","raw_affiliation_strings":["Army Engineering University of PLA, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-9173-6499","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/A5083864182","display_name":"Chunguo Li","orcid":"https://orcid.org/0000-0002-4689-7226"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunguo Li","raw_affiliation_strings":["Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-4689-7226","affiliations":[{"raw_affiliation_string":"Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100783810","display_name":"Yurong Wang","orcid":"https://orcid.org/0000-0001-7081-8551"},"institutions":[{"id":"https://openalex.org/I4210118317","display_name":"81th Hospital of PLA","ror":"https://ror.org/02xxx6w64","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210118317"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yurong Wang","raw_affiliation_strings":["Unit 31155 of PLA, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-7081-8551","affiliations":[{"raw_affiliation_string":"Unit 31155 of PLA, Nanjing, China","institution_ids":["https://openalex.org/I4210118317"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5030638357"],"corresponding_institution_ids":["https://openalex.org/I4210163363"],"apc_list":null,"apc_paid":null,"fwci":14.6717,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.98439835,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"73","issue":"12","first_page":"19565","last_page":"19581"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12158","display_name":"Guidance and Control Systems","score":0.9732000231742859,"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/T12158","display_name":"Guidance and Control Systems","score":0.9732000231742859,"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/T11133","display_name":"UAV Applications and Optimization","score":0.9218000173568726,"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":0.9150000214576721,"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":0.7330799102783203},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.475801557302475},{"id":"https://openalex.org/keywords/electric-power-transmission","display_name":"Electric power transmission","score":0.43403416872024536},{"id":"https://openalex.org/keywords/game-theory","display_name":"Game theory","score":0.4321558475494385},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.4128574728965759},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3939841687679291},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3158901333808899},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.2957206964492798},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.18286016583442688},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09097698330879211}],"concepts":[{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.7330799102783203},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.475801557302475},{"id":"https://openalex.org/C140311924","wikidata":"https://www.wikidata.org/wiki/Q200928","display_name":"Electric power transmission","level":2,"score":0.43403416872024536},{"id":"https://openalex.org/C177142836","wikidata":"https://www.wikidata.org/wiki/Q44455","display_name":"Game theory","level":2,"score":0.4321558475494385},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4128574728965759},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3939841687679291},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3158901333808899},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.2957206964492798},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.18286016583442688},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09097698330879211},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tvt.2024.3443263","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2024.3443263","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"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 Vehicular Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.7799999713897705}],"awards":[{"id":"https://openalex.org/G3507498078","display_name":null,"funder_award_id":"BK20231485","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G3642281354","display_name":null,"funder_award_id":"62271503","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6124203058","display_name":null,"funder_award_id":"62201606","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7900524298","display_name":null,"funder_award_id":"62171119","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8952736723","display_name":null,"funder_award_id":"62071485","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W2046376809","https://openalex.org/W2490662969","https://openalex.org/W2905487115","https://openalex.org/W2914952404","https://openalex.org/W2915576678","https://openalex.org/W2917101040","https://openalex.org/W2963640672","https://openalex.org/W2969525674","https://openalex.org/W2973289967","https://openalex.org/W2981078741","https://openalex.org/W2993809815","https://openalex.org/W3035005654","https://openalex.org/W3047420942","https://openalex.org/W3048217314","https://openalex.org/W3090286675","https://openalex.org/W3128089806","https://openalex.org/W3133772983","https://openalex.org/W3134853632","https://openalex.org/W3152797698","https://openalex.org/W3174170930","https://openalex.org/W3203813891","https://openalex.org/W3206314502","https://openalex.org/W4205601520","https://openalex.org/W4212797575","https://openalex.org/W4213251304","https://openalex.org/W4221039430","https://openalex.org/W4226061771","https://openalex.org/W4280627398","https://openalex.org/W4285142648","https://openalex.org/W4285237044","https://openalex.org/W4285247160","https://openalex.org/W4286539406","https://openalex.org/W4286655256","https://openalex.org/W4321021531","https://openalex.org/W4366957200","https://openalex.org/W4376454415","https://openalex.org/W4379618902","https://openalex.org/W4379928101","https://openalex.org/W4380303830","https://openalex.org/W4381730169","https://openalex.org/W4383212206","https://openalex.org/W4385521844","https://openalex.org/W4387546309","https://openalex.org/W4388692622","https://openalex.org/W6638018090","https://openalex.org/W6683204974","https://openalex.org/W6741002519","https://openalex.org/W6785517317"],"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/W4385187224"],"abstract_inverted_index":{"This":[0,121],"paper":[1],"proposes":[2],"an":[3,108,179],"anti-jamming":[4,56],"transmission":[5,57,164],"algorithm":[6,185],"based":[7,30,39,155],"on":[8,31,40,125,156],"game":[9,33],"theory":[10],"and":[11,35,50,70,88,112,158,163,210],"multi-agent":[12],"deep":[13],"reinforcement":[14],"learning":[15],"(MADRL)":[16],"for":[17,166],"the":[18,55,67,93,103,117,126,133,141,148,172,175,192],"integrated":[19],"air-ground":[20,60],"network.":[21,120],"For":[22,62],"uplink":[23],"process,":[24,64,96,144],"we":[25],"propose":[26],"UAV":[27,146],"deployment":[28],"schemes":[29,38],"congestion":[32],"model":[34],"dynamic":[36],"networking":[37],"coalition":[41],"game,":[42],"aiming":[43],"to":[44,65,115,131,152],"counteract":[45],"malicious":[46],"jamming":[47],"from":[48],"ground":[49],"air":[51],"jammers,":[52],"effectively":[53],"enhancing":[54],"capability":[58],"of":[59,98,135,174,200],"networks.":[61],"downlink":[63],"address":[66],"joint":[68,167],"trajectory":[69],"power":[71,165,208],"optimization":[72,183],"problem,":[73],"a":[74,85],"partially":[75],"observable":[76],"Markov":[77],"decision":[78],"process":[79,122],"(POMDP)":[80],"framework":[81],"is":[82,123,186],"utilized,":[83],"follows":[84],"centralized":[86,94],"training":[87,95],"distributed":[89,142],"execution":[90,143],"framework.":[91],"During":[92,140],"experiences":[97],"each":[99,145],"agent":[100],"interacting":[101],"with":[102],"environment":[104],"are":[105],"stored":[106],"in":[107,198],"experience":[109],"replay":[110],"pool":[111],"then":[113],"used":[114],"train":[116],"soft":[118,176],"actor-critic":[119,177],"conducted":[124],"high":[127],"altitude":[128],"platforms":[129],"(HAP)":[130],"alleviate":[132],"burden":[134],"unmanned":[136],"aerial":[137],"vehicle":[138],"(UAV).":[139],"uses":[147],"trained":[149],"actor":[150],"network":[151],"output":[153],"actions":[154],"observations":[157],"adjust":[159],"its":[160],"flight":[161],"position":[162],"service":[168],"provision.":[169],"To":[170],"update":[171],"parameters":[173],"network,":[178],"improved":[180],"proximal":[181],"policy":[182],"(PPO)":[184],"proposed.":[187],"Simulation":[188],"results":[189],"demonstrate":[190],"that":[191],"proposed":[193],"method":[194],"outperforms":[195],"traditional":[196],"algorithms":[197],"terms":[199],"achieving":[201],"higher":[202],"system":[203],"achievable":[204],"sum":[205],"rate,":[206],"lower":[207],"consumption,":[209],"faster":[211],"convergence":[212],"speed.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8}],"updated_date":"2026-05-08T15:41:06.802602","created_date":"2025-10-10T00:00:00"}
