{"id":"https://openalex.org/W7140099327","doi":"https://doi.org/10.1109/jiot.2026.3676620","title":"Online and Safe Multiagent RL for Massive Random Access in Tactical Flying Ad Hoc Networks","display_name":"Online and Safe Multiagent RL for Massive Random Access in Tactical Flying Ad Hoc Networks","publication_year":2026,"publication_date":"2026-03-23","ids":{"openalex":"https://openalex.org/W7140099327","doi":"https://doi.org/10.1109/jiot.2026.3676620"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2026.3676620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3676620","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5104310785","display_name":"Jimin Jeon","orcid":null},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jimin Jeon","raw_affiliation_strings":["Department of AI Convergence Network, Ajou University, Suwon, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of AI Convergence Network, Ajou University, Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110304934","display_name":"Jaeha Ahn","orcid":null},"institutions":[{"id":"https://openalex.org/I2801036362","display_name":"Agency for Defense Development","ror":"https://ror.org/05fhe0r85","country_code":"KR","type":"government","lineage":["https://openalex.org/I1327899338","https://openalex.org/I1344042128","https://openalex.org/I2801036362","https://openalex.org/I2801339556"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jaeha Ahn","raw_affiliation_strings":["Agency for Defense Development(ADD), Daejeon, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Agency for Defense Development(ADD), Daejeon, South Korea","institution_ids":["https://openalex.org/I2801036362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130346318","display_name":"Min Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089444","display_name":"GS Caltex (South Korea)","ror":"https://ror.org/00bvkj141","country_code":"KR","type":"company","lineage":["https://openalex.org/I4210089444"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Min Lee","raw_affiliation_strings":["LIG Nex1, Yongin, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIG Nex1, Yongin, South Korea","institution_ids":["https://openalex.org/I4210089444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094017211","display_name":"Youngbin You","orcid":null},"institutions":[{"id":"https://openalex.org/I4210089444","display_name":"GS Caltex (South Korea)","ror":"https://ror.org/00bvkj141","country_code":"KR","type":"company","lineage":["https://openalex.org/I4210089444"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Youngbin You","raw_affiliation_strings":["LIG Nex1, Yongin, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIG Nex1, Yongin, South Korea","institution_ids":["https://openalex.org/I4210089444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104264274","display_name":"Heejung Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Heejung Yu","raw_affiliation_strings":["Department of Electronics and Information Engineering, Korea University, Sejong, South Korea"],"raw_orcid":"https://orcid.org/0000-0001-8046-2376","affiliations":[{"raw_affiliation_string":"Department of Electronics and Information Engineering, Korea University, Sejong, South Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101594484","display_name":"Howon Lee","orcid":"https://orcid.org/0000-0001-5509-9202"},"institutions":[{"id":"https://openalex.org/I57664883","display_name":"Ajou University","ror":"https://ror.org/03tzb2h73","country_code":"KR","type":"education","lineage":["https://openalex.org/I57664883"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Howon Lee","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Ajou University, Suwon, South Korea"],"raw_orcid":"https://orcid.org/0000-0001-5509-9202","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Ajou University, Suwon, South Korea","institution_ids":["https://openalex.org/I57664883"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.45357251,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"12","first_page":"25966","last_page":"25979"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.5990999937057495,"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":0.5990999937057495,"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/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.048500001430511475,"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/T11192","display_name":"Underwater Vehicles and Communication Systems","score":0.03880000114440918,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/random-access","display_name":"Random access","score":0.4002000093460083},{"id":"https://openalex.org/keywords/electronic-mail","display_name":"Electronic mail","score":0.33469998836517334},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.3160000145435333},{"id":"https://openalex.org/keywords/intelligent-network","display_name":"Intelligent Network","score":0.3075999915599823},{"id":"https://openalex.org/keywords/algorithm-design","display_name":"Algorithm design","score":0.2903999984264374}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7692999839782715},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5519999861717224},{"id":"https://openalex.org/C101722063","wikidata":"https://www.wikidata.org/wiki/Q218825","display_name":"Random access","level":2,"score":0.4002000093460083},{"id":"https://openalex.org/C3020028006","wikidata":"https://www.wikidata.org/wiki/Q9158","display_name":"Electronic mail","level":2,"score":0.33469998836517334},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.3160000145435333},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.3075999915599823},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2957000136375427},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.2903999984264374},{"id":"https://openalex.org/C8272713","wikidata":"https://www.wikidata.org/wiki/Q176737","display_name":"Stochastic process","level":2,"score":0.289000004529953},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2777000069618225},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2687999904155731},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.25459998846054077},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2026.3676620","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3676620","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5088612375","display_name":null,"funder_award_id":"RS-2025-02303435","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G74396072","display_name":null,"funder_award_id":"26ZH1100","funder_id":"https://openalex.org/F4320322093","funder_display_name":"Electronics and Telecommunications Research Institute"},{"id":"https://openalex.org/G8800036829","display_name":null,"funder_award_id":"RS-2025-00563401","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320322093","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2066234063","https://openalex.org/W2783057440","https://openalex.org/W2786782150","https://openalex.org/W2911232490","https://openalex.org/W2922273628","https://openalex.org/W2990385259","https://openalex.org/W3136041731","https://openalex.org/W3181191721","https://openalex.org/W3188402932","https://openalex.org/W3199610981","https://openalex.org/W4210882709","https://openalex.org/W4220870950","https://openalex.org/W4226036084","https://openalex.org/W4226396602","https://openalex.org/W4367721777","https://openalex.org/W4378194956","https://openalex.org/W4386918951","https://openalex.org/W4387490639","https://openalex.org/W4391019703","https://openalex.org/W4391306548","https://openalex.org/W4391992560","https://openalex.org/W4399451098","https://openalex.org/W4405269840","https://openalex.org/W4412030270"],"related_works":[],"abstract_inverted_index":{"In":[0],"massive":[1,52],"random":[2,53],"access-based":[3],"tactical":[4],"flying":[5],"adhoc":[6],"networks":[7],"(FANETs),":[8],"the":[9,39,84,116,124,135,151,175],"rapid":[10],"mobility":[11],"of":[12,27,128,137,153,184],"unmanned":[13],"aerial":[14],"vehicles":[15],"(UAVs)":[16],"leads":[17],"to":[18,62,67,82,111,161],"highly":[19],"dynamic":[20,168],"topological":[21],"changes":[22],"that":[23,133,149,174],"frequently":[24],"cause":[25],"collisions":[26],"control":[28],"and":[29,32,91,97,144,164,191],"data":[30],"packets":[31],"ultimately":[33],"degrade":[34],"network":[35,169,196],"performance.":[36],"To":[37],"address":[38],"collision":[40,121,185],"problem,":[41],"this":[42],"study":[43],"proposes":[44],"an":[45,57,129,145],"online":[46],"safe":[47,75],"multi-agent":[48],"reinforcement":[49,76],"learning":[50,77],"(OSMAR)-based":[51],"access":[54],"method,":[55],"incorporating":[56],"artificial":[58,130,146],"Q-adjustment":[59],"(AQA)":[60],"mechanism":[61,108],"optimally":[63],"allocate":[64],"transmission":[65],"slots":[66,118,138],"multiple":[68],"UAVs":[69,113,143],"within":[70],"each":[71],"frame.":[72],"Specifically,":[73],"a":[74,101,106],"(RL)":[78],"technique":[79],"is":[80,109],"employed":[81],"design":[83],"action":[85],"selection":[86],"policy,":[87],"which":[88],"balances":[89],"exploration":[90],"exploitation":[92],"by":[93,141],"considering":[94],"long-term":[95],"rewards":[96],"risks":[98],"based":[99],"on":[100],"Boltzmann":[102],"distribution.":[103],"With":[104],"this,":[105],"blacklist":[107],"incorporated":[110],"prevent":[112],"from":[114],"choosing":[115],"time":[117],"with":[119],"high":[120],"risk.":[122],"Also,":[123],"AQA":[125],"mechanism,":[126],"composed":[127],"Q-decrement":[131],"(AQD)":[132],"lowers":[134],"Q-values":[136,152],"already":[139],"used":[140],"other":[142],"Q-initialization":[147],"(AQI)":[148],"resets":[150],"idle":[154],"slots,":[155],"leverages":[156],"overheard":[157],"channel":[158],"status":[159],"information":[160],"accelerate":[162],"convergence":[163],"enhance":[165],"adaptation":[166],"under":[167,194],"conditions.":[170,197],"Extensive":[171],"simulations":[172],"demonstrate":[173],"proposed":[176],"OSMAR":[177],"method":[178],"outperforms":[179],"existing":[180],"approaches":[181],"in":[182],"terms":[183],"probability,":[186],"while":[187],"also":[188],"enhancing":[189],"fairness":[190],"maintaining":[192],"robustness":[193],"various":[195]},"counts_by_year":[],"updated_date":"2026-08-12T21:12:35.861297","created_date":"2026-03-24T00:00:00"}
