{"id":"https://openalex.org/W7146958032","doi":"https://doi.org/10.1109/icaiic68212.2026.11454228","title":"DNN-Driven Adaptive GA for Resource Allocation in Private 5G Cybernetic Avatar Networks","display_name":"DNN-Driven Adaptive GA for Resource Allocation in Private 5G Cybernetic Avatar Networks","publication_year":2026,"publication_date":"2026-02-24","ids":{"openalex":"https://openalex.org/W7146958032","doi":"https://doi.org/10.1109/icaiic68212.2026.11454228"},"language":null,"primary_location":{"id":"doi:10.1109/icaiic68212.2026.11454228","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic68212.2026.11454228","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5116188927","display_name":"Arif Dataesatu","orcid":null},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Arif Dataesatu","raw_affiliation_strings":["Wireless Systems Laboratory, Wireless Networks Research Center, National Institute of Information and Communications Technology (NICT),Yokosuka,Kanagawa,Japan"],"affiliations":[{"raw_affiliation_string":"Wireless Systems Laboratory, Wireless Networks Research Center, National Institute of Information and Communications Technology (NICT),Yokosuka,Kanagawa,Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015678479","display_name":"Zie Eya Ekolle","orcid":"https://orcid.org/0009-0005-5502-9091"},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Zie Eya Ekolle","raw_affiliation_strings":["Wireless Systems Laboratory, Wireless Networks Research Center, National Institute of Information and Communications Technology (NICT),Yokosuka,Kanagawa,Japan"],"affiliations":[{"raw_affiliation_string":"Wireless Systems Laboratory, Wireless Networks Research Center, National Institute of Information and Communications Technology (NICT),Yokosuka,Kanagawa,Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5132636175","display_name":"Takeshi Matsumura","orcid":null},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takeshi Matsumura","raw_affiliation_strings":["Wireless Systems Laboratory, Wireless Networks Research Center, National Institute of Information and Communications Technology (NICT),Yokosuka,Kanagawa,Japan"],"affiliations":[{"raw_affiliation_string":"Wireless Systems Laboratory, Wireless Networks Research Center, National Institute of Information and Communications Technology (NICT),Yokosuka,Kanagawa,Japan","institution_ids":["https://openalex.org/I90023481"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5116188927"],"corresponding_institution_ids":["https://openalex.org/I90023481"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.88336945,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"489","last_page":"494"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.4262999892234802,"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"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.4262999892234802,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.1396999955177307,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.08529999852180481,"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/resource-allocation","display_name":"Resource allocation","score":0.7699000239372253},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5508999824523926},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5493999719619751},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5236999988555908},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5005000233650208},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4690000116825104},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.37860000133514404},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.35010001063346863}],"concepts":[{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.7699000239372253},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7674000263214111},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.560699999332428},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5508999824523926},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5493999719619751},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5236999988555908},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5005000233650208},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4690000116825104},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.382999986410141},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.37860000133514404},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.35010001063346863},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.33970001339912415},{"id":"https://openalex.org/C115286129","wikidata":"https://www.wikidata.org/wiki/Q123637","display_name":"Cybernetics","level":2,"score":0.3346000015735626},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.3312000036239624},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.329800009727478},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31679999828338623},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3050000071525574},{"id":"https://openalex.org/C110994511","wikidata":"https://www.wikidata.org/wiki/Q661020","display_name":"Next-generation network","level":3,"score":0.30379998683929443},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.26899999380111694},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.267300009727478},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.2599000036716461}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic68212.2026.11454228","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icaiic68212.2026.11454228","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G194939307","display_name":null,"funder_award_id":"JPMJMS2216","funder_id":"https://openalex.org/F4320338247","funder_display_name":"Moonshot Research and Development Program"}],"funders":[{"id":"https://openalex.org/F4320338247","display_name":"Moonshot Research and Development Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W60686164","https://openalex.org/W2021027064","https://openalex.org/W2515012917","https://openalex.org/W2945790622","https://openalex.org/W4404564575","https://openalex.org/W4413320814","https://openalex.org/W4414647131"],"related_works":[],"abstract_inverted_index":{"Cybernetic":[0],"avatars":[1],"(CAs)":[2],"require":[3],"high-capacity":[4],"uplink":[5],"for":[6],"multimodal":[7],"sensory":[8],"streaming":[9],"in":[10],"Private":[11],"5G":[12],"networks,":[13],"creating":[14],"resource":[15,23,100,118],"allocation":[16,24,119],"challenges.":[17],"Genetic":[18],"algorithms":[19],"(GAs)":[20],"effectively":[21],"optimize":[22,99],"by":[25],"exploring":[26],"solution":[27,163],"spaces,":[28],"but":[29],"common":[30],"implementations":[31],"use":[32],"fixed":[33],"parameters":[34,86,97,123],"(population":[35],"size,":[36],"generation":[37],"count,":[38],"mutation/crossover":[39],"rates)":[40],"regardless":[41],"of":[42],"network":[43,70,78,89,114],"complexity.":[44],"This":[45,64,102],"causes":[46],"inefficiencies:":[47],"small":[48],"scenarios":[49,82],"waste":[50],"resources":[51],"on":[52,80,88],"slow":[53],"exhaustive":[54],"search,":[55],"while":[56,150],"large":[57],"deployments":[58],"terminate":[59],"prematurely":[60],"with":[61],"suboptimal":[62],"solutions.":[63],"paper":[65],"proposes":[66],"a":[67,76],"deep":[68],"neural":[69,77],"(DNN)-driven":[71],"adaptive":[72],"GA":[73,85,94],"framework":[74],"where":[75],"trained":[79],"diverse":[81],"predicts":[83],"optimal":[84],"based":[87],"state":[90],"features,":[91],"and":[92,124,144,154,162],"the":[93,134],"applies":[95],"these":[96],"to":[98,108],"allocation.":[101],"approach":[103,136],"automatically":[104],"scales":[105],"algorithm":[106],"complexity":[107],"match":[109],"problem":[110],"requirements":[111],"across":[112],"varying":[113],"loads.":[115],"Evaluation":[116],"comparing":[117],"outcomes":[120],"between":[121,159],"DNNpredicted":[122],"representative":[125],"fixed-parameter":[126],"baselines":[127],"(minimal,":[128],"balanced,":[129],"extensive":[130,148],"configurations)":[131],"demonstrates":[132],"that":[133],"proposed":[135],"achieves":[137],"54%":[138],"faster":[139,146],"convergence":[140,160],"than":[141,147],"balanced":[142],"configurations":[143,149],"72%":[145],"maintaining":[151],"comparable":[152],"throughput":[153],"QoS,":[155],"demonstrating":[156],"effective":[157],"balance":[158],"speed":[161],"quality.":[164]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-04-02T00:00:00"}