{"id":"https://openalex.org/W4414538700","doi":"https://doi.org/10.1109/icc52391.2025.11161939","title":"GCN-ATO: GCN-Assisted Task Offloading for Multi-Access Edge Computing in Hetnets","display_name":"GCN-ATO: GCN-Assisted Task Offloading for Multi-Access Edge Computing in Hetnets","publication_year":2025,"publication_date":"2025-06-08","ids":{"openalex":"https://openalex.org/W4414538700","doi":"https://doi.org/10.1109/icc52391.2025.11161939"},"language":"en","primary_location":{"id":"doi:10.1109/icc52391.2025.11161939","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc52391.2025.11161939","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2025 - IEEE International Conference on Communications","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/A5091820765","display_name":"Oussama Serhane","orcid":null},"institutions":[{"id":"https://openalex.org/I4210144804","display_name":"Laboratoire de Recherche en Informatique","ror":"https://ror.org/04e3ktk27","country_code":"FR","type":"facility","lineage":["https://openalex.org/I102197404","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210144804","https://openalex.org/I4210159245"]},{"id":"https://openalex.org/I4210149016","display_name":"\u00c9cole Nationale Sup\u00e9rieure d'Informatique","ror":"https://ror.org/04dj1dn66","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210149016"]}],"countries":["DZ","FR"],"is_corresponding":true,"raw_author_name":"Oussama Serhane","raw_affiliation_strings":["Ecole Superieure en Informatique,LabRi Laboratory,Sidi Bel Abbes,Algeria,22000"],"affiliations":[{"raw_affiliation_string":"Ecole Superieure en Informatique,LabRi Laboratory,Sidi Bel Abbes,Algeria,22000","institution_ids":["https://openalex.org/I4210144804","https://openalex.org/I4210149016"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000563829","display_name":"Hassine Moungla","orcid":"https://orcid.org/0000-0002-0325-6680"},"institutions":[{"id":"https://openalex.org/I4210159731","display_name":"Laboratoire de Recherche en Informatique de Paris 6","ror":"https://ror.org/05krcen59","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I39804081","https://openalex.org/I4210159245","https://openalex.org/I4210159731"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hassine Moungla","raw_affiliation_strings":["Universit&#x00E9; de Paris, LIPADE,Paris,France,F-75006"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Paris, LIPADE,Paris,France,F-75006","institution_ids":["https://openalex.org/I4210159731"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5091820765"],"corresponding_institution_ids":["https://openalex.org/I4210144804","https://openalex.org/I4210149016"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34909976,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2051","last_page":"2057"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9577999711036682,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9577999711036682,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9467999935150146,"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/heterogeneous-network","display_name":"Heterogeneous network","score":0.7213000059127808},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.5415999889373779},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5411999821662903},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.531499981880188},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5189999938011169},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.459199994802475},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4302999973297119},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.42239999771118164},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4050000011920929},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4025000035762787}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8557999730110168},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.7213000059127808},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6190999746322632},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.59170001745224},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.5415999889373779},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5411999821662903},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.531499981880188},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5189999938011169},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.459199994802475},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4302999973297119},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.42239999771118164},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4050000011920929},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4025000035762787},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.3873000144958496},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.3871999979019165},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.38260000944137573},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3763999938964844},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.3714999854564667},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.3700000047683716},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.33820000290870667},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.32919999957084656},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.3212999999523163},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.30959999561309814},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.30219998955726624},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3003000020980835},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.29910001158714294},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.2962999939918518},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.2930000126361847},{"id":"https://openalex.org/C95491727","wikidata":"https://www.wikidata.org/wiki/Q992968","display_name":"Mobile telephony","level":3,"score":0.29170000553131104},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2890999913215637},{"id":"https://openalex.org/C2776123436","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous wireless network","level":5,"score":0.28630000352859497},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.26420000195503235},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.259799987077713}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icc52391.2025.11161939","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc52391.2025.11161939","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2025 - IEEE International Conference on Communications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2896883851","https://openalex.org/W2897066997","https://openalex.org/W2902400704","https://openalex.org/W3017194848","https://openalex.org/W3083798898","https://openalex.org/W3146343866","https://openalex.org/W4200635135","https://openalex.org/W4281643310","https://openalex.org/W4308427453","https://openalex.org/W4381051128"],"related_works":[],"abstract_inverted_index":{"The":[0],"emergence":[1],"of":[2],"5G":[3],"and":[4,31,48,73,104,117,127,138,156],"the":[5,12,52,121],"upcoming":[6],"6G":[7],"wireless":[8],"communication":[9],"technologies":[10],"driven":[11],"need":[13],"for":[14,41,45],"innovative":[15],"network":[16,29,53,102,139],"architectures,":[17],"such":[18],"as":[19],"Heterogeneous":[20],"Networks":[21],"(HetNets),":[22],"which":[23,87],"integrate":[24],"diverse":[25],"components":[26],"to":[27,66,93,148],"boost":[28],"capacity":[30],"performance.":[32,158],"Mobile":[33],"Edge":[34],"Computing":[35],"(MEC)":[36],"offers":[37],"a":[38,79,89],"promising":[39],"solution":[40],"low-latency":[42],"computation":[43],"requirements":[44],"different":[46],"application":[47],"use":[49],"cases":[50],"at":[51],"edge,":[54],"but":[55],"effective":[56],"task":[57,109,128,153],"offloading":[58,110],"in":[59,144],"dynamic":[60],"HetNet":[61],"environments":[62],"remains":[63],"challenging":[64],"due":[65],"factors":[67],"like":[68],"user":[69,105],"mobility,":[70],"channel":[71],"conditions,":[72],"frequent":[74],"handovers.":[75],"This":[76],"paper":[77],"proposes":[78],"Graph":[80],"Convolutional":[81],"Network-Assisted":[82],"Task":[83],"Offloading":[84],"(GCN-ATO)":[85],"algorithm,":[86],"leverages":[88],"trained":[90],"GCN":[91],"model":[92],"predict":[94],"Key":[95],"Performance":[96],"Indicators":[97],"(KPIs)":[98],"based":[99],"on":[100],"current":[101],"conditions":[103],"positions,":[106],"thereby":[107],"optimizing":[108],"decisions.":[111],"By":[112],"reducing":[113],"unnecessary":[114],"data":[115],"transmission":[116],"enhancing":[118],"resource":[119],"utilization,":[120],"GCN-ATO":[122],"algorithm":[123],"improves":[124],"energy":[125,145],"efficiency":[126],"execution":[129,154],"latency.":[130],"We":[131],"evaluate":[132],"our":[133],"approach":[134],"using":[135],"real-world":[136],"mobility":[137],"traces,":[140],"demonstrating":[141],"significant":[142],"reductions":[143],"consumption":[146],"compared":[147],"baseline":[149],"schemes,":[150],"while":[151],"preserving":[152],"deadlines":[155],"system":[157]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
