{"id":"https://openalex.org/W7162311574","doi":"https://doi.org/10.1109/jiot.2026.3696834","title":"Plasticity-Enhanced Multiagent Mixture of Experts for Dynamic Objective Adaptation in UAV-Assisted Emergency Communication Networks","display_name":"Plasticity-Enhanced Multiagent Mixture of Experts for Dynamic Objective Adaptation in UAV-Assisted Emergency Communication Networks","publication_year":2026,"publication_date":"2026-05-25","ids":{"openalex":"https://openalex.org/W7162311574","doi":"https://doi.org/10.1109/jiot.2026.3696834"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2026.3696834","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3696834","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/A5123730663","display_name":"Wen Qiu","orcid":null},"institutions":[{"id":"https://openalex.org/I98957242","display_name":"Kitami Institute of Technology","ror":"https://ror.org/05wks2t16","country_code":"JP","type":"education","lineage":["https://openalex.org/I98957242"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Wen Qiu","raw_affiliation_strings":["Kitami Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0002-4503-8331","affiliations":[{"raw_affiliation_string":"Kitami Institute of Technology","institution_ids":["https://openalex.org/I98957242"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128764687","display_name":"Zhiqiang He","orcid":null},"institutions":[{"id":"https://openalex.org/I20529979","display_name":"University of Electro-Communications","ror":"https://ror.org/02x73b849","country_code":"JP","type":"education","lineage":["https://openalex.org/I20529979"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Zhiqiang He","raw_affiliation_strings":["The University of Electro-Communications"],"raw_orcid":"https://orcid.org/0000-0002-9813-7616","affiliations":[{"raw_affiliation_string":"The University of Electro-Communications","institution_ids":["https://openalex.org/I20529979"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101671767","display_name":"Wei Zhao","orcid":"https://orcid.org/0000-0001-9799-4635"},"institutions":[{"id":"https://openalex.org/I92178344","display_name":"Anhui University of Technology","ror":"https://ror.org/02qdtrq21","country_code":"CN","type":"education","lineage":["https://openalex.org/I92178344"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhao","raw_affiliation_strings":["Anhui University of Technology"],"raw_orcid":"https://orcid.org/0000-0001-9799-4635","affiliations":[{"raw_affiliation_string":"Anhui University of Technology","institution_ids":["https://openalex.org/I92178344"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5136897479","display_name":"Hiroshi Masui","orcid":"https://orcid.org/0000-0003-0213-3571"},"institutions":[{"id":"https://openalex.org/I98957242","display_name":"Kitami Institute of Technology","ror":"https://ror.org/05wks2t16","country_code":"JP","type":"education","lineage":["https://openalex.org/I98957242"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroshi Masui","raw_affiliation_strings":["Kitami Institute of Technology"],"raw_orcid":"https://orcid.org/0000-0003-0213-3571","affiliations":[{"raw_affiliation_string":"Kitami Institute of Technology","institution_ids":["https://openalex.org/I98957242"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"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":0.82842253,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"15","first_page":"35269","last_page":"35287"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.6535999774932861,"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":0.6535999774932861,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.0729999989271164,"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/T10249","display_name":"Distributed Control Multi-Agent Systems","score":0.05209999904036522,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.519599974155426},{"id":"https://openalex.org/keywords/telecommunications-network","display_name":"Telecommunications network","score":0.42980000376701355},{"id":"https://openalex.org/keywords/intelligent-network","display_name":"Intelligent Network","score":0.3677999973297119},{"id":"https://openalex.org/keywords/communications-system","display_name":"Communications system","score":0.33739998936653137},{"id":"https://openalex.org/keywords/mobile-telephony","display_name":"Mobile telephony","score":0.3248000144958496}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8007000088691711},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.519599974155426},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.42980000376701355},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.3677999973297119},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.34940001368522644},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.33739998936653137},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.3248000144958496},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3077000081539154},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C3020028006","wikidata":"https://www.wikidata.org/wiki/Q9158","display_name":"Electronic mail","level":2,"score":0.2782000005245209},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.26750001311302185},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.25429999828338623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2026.3696834","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3696834","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":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Unmanned":[0],"aerial":[1,5],"vehicles":[2],"serving":[3],"as":[4,44],"base":[6],"stations":[7],"can":[8],"rapidly":[9],"restore":[10,121],"connectivity":[11],"after":[12,102],"disasters,":[13],"yet":[14],"abrupt":[15],"changes":[16],"in":[17],"user":[18],"mobility":[19],"and":[20,29,47,111,114,143,154,174,187],"traffic":[21],"demands":[22],"shift":[23],"the":[24,106,116,135,166],"quality":[25],"of":[26,57,82],"service":[27],"trade-offs":[28],"produce":[30],"strong":[31],"non-stationarity.":[32],"Deep":[33],"reinforcement":[34],"learning":[35,112],"policies":[36],"suffer":[37],"from":[38],"plasticity":[39,123],"loss":[40],"under":[41],"such":[42],"shifts,":[43],"representation":[45],"collapse":[46],"neuron":[48],"dormancy":[49],"impair":[50],"adaptation.":[51],"We":[52,128],"propose":[53],"plasticity-enhanced":[54],"multi-agent":[55,69],"mixture":[56,81],"experts":[58,83],"(PE-MAMoE),":[59],"a":[60,78,88,130,148],"centralized":[61],"training":[62],"with":[63,77,139,151],"decentralized":[64],"execution":[65],"framework":[66],"built":[67],"on":[68],"proximal":[70],"policy":[71,122],"optimization.":[72],"PE-MAMoE":[73,157],"equips":[74],"each":[75],"UAV":[76],"sparsely":[79],"gated":[80],"actor":[84],"whose":[85],"router":[86,117],"selects":[87],"single":[89],"specialist":[90],"per":[91],"step.":[92],"A":[93],"non-parametric":[94],"Phase":[95],"Controller":[96],"injects":[97],"brief,":[98],"expert-only":[99],"stochastic":[100],"perturbations":[101],"phase":[103],"switches,":[104],"resets":[105],"action":[107],"log-standard-deviation,":[108],"anneals":[109],"entropy":[110],"rate,":[113],"schedules":[115],"temperature,":[118],"all":[119],"to":[120],"without":[124],"destabilizing":[125],"safe":[126],"behaviors.":[127],"derive":[129],"dynamic":[131],"regret":[132],"bound":[133],"showing":[134],"tracking":[136],"error":[137],"scales":[138],"both":[140],"environment":[141],"variation":[142],"cumulative":[144],"noise":[145],"energy.":[146],"In":[147],"phase-driven":[149],"simulator":[150],"mobile":[152],"users":[153],"3GPP-style":[155],"channels,":[156],"improves":[158],"normalized":[159],"interquartile":[160],"mean":[161],"return":[162],"by":[163,172,177],"26.3%":[164],"over":[165],"best":[167],"baseline,":[168],"increases":[169],"served-user":[170],"capacity":[171],"12.8%,":[173],"reduces":[175],"collisions":[176],"approximately":[178],"75%.":[179],"Diagnostics":[180],"confirm":[181],"persistently":[182],"higher":[183],"expert":[184],"feature":[185],"rank":[186],"periodic":[188],"dormant-neuron":[189],"recovery":[190],"at":[191],"regime":[192],"switches.":[193]},"counts_by_year":[],"updated_date":"2026-07-25T05:54:39.514286","created_date":"2026-05-26T00:00:00"}
