{"id":"https://openalex.org/W3193412772","doi":"https://doi.org/10.1109/ict52184.2021.9511542","title":"Learning-Based Fast Decision for Task Execution in Next Generation Wireless Networks","display_name":"Learning-Based Fast Decision for Task Execution in Next Generation Wireless Networks","publication_year":2021,"publication_date":"2021-06-01","ids":{"openalex":"https://openalex.org/W3193412772","doi":"https://doi.org/10.1109/ict52184.2021.9511542","mag":"3193412772"},"language":"en","primary_location":{"id":"doi:10.1109/ict52184.2021.9511542","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ict52184.2021.9511542","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 28th International Conference on Telecommunications (ICT)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5017219183","display_name":"Beste Atan","orcid":"https://orcid.org/0000-0003-3968-318X"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Beste Atan","raw_affiliation_strings":["Ericsson Research and Development Center, Istanbul, Turkey","Istanbul Technical University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ericsson Research and Development Center, Istanbul, Turkey","institution_ids":[]},{"raw_affiliation_string":"Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025661679","display_name":"Nurullah \u00c7al\u0131k","orcid":"https://orcid.org/0000-0002-7351-4980"},"institutions":[{"id":"https://openalex.org/I57913696","display_name":"Istanbul Medeniyet University","ror":"https://ror.org/05j1qpr59","country_code":"TR","type":"education","lineage":["https://openalex.org/I57913696"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Nurullah Calik","raw_affiliation_strings":["Istanbul Medeniyet University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Medeniyet University, Istanbul, Turkey","institution_ids":["https://openalex.org/I57913696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058443945","display_name":"Semiha Tedik Ba\u015faran","orcid":"https://orcid.org/0000-0003-2636-143X"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Semiha Tedik Basaran","raw_affiliation_strings":["Istanbul Technical University, Istanbul, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istanbul Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046922044","display_name":"Mehmet Ba\u015faran","orcid":"https://orcid.org/0000-0002-5473-1437"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mehmet Basaran","raw_affiliation_strings":["Information and Communications Research Group, Informatics Institute, Istanbul Technical University, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communications Research Group, Informatics Institute, Istanbul Technical University, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043960937","display_name":"L\u00fctfiye Durak-Ata","orcid":"https://orcid.org/0000-0002-4368-2967"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Lutfiye Durak-Ata","raw_affiliation_strings":["Information and Communications Research Group, Informatics Institute, Istanbul Technical University, Turkey"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communications Research Group, Informatics Institute, Istanbul Technical University, Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2713,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.40136502,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998999834060669,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998999834060669,"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/T13553","display_name":"Age of Information Optimization","score":0.9884999990463257,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.8854156732559204},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.7486847639083862},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.7247559428215027},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.7065517902374268},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6453096270561218},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5654726028442383},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5593772530555725},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5399667024612427},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5156418085098267},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5104166865348816},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.482684850692749},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.48029419779777527},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.47663745284080505},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.435398131608963},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4293772578239441},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.4270063042640686},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4155678451061249},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.31586211919784546},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18764996528625488},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12235710024833679}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8854156732559204},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.7486847639083862},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.7247559428215027},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.7065517902374268},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6453096270561218},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5654726028442383},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5593772530555725},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5399667024612427},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5156418085098267},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5104166865348816},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.482684850692749},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.48029419779777527},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.47663745284080505},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.435398131608963},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4293772578239441},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.4270063042640686},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4155678451061249},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.31586211919784546},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18764996528625488},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12235710024833679},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ict52184.2021.9511542","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ict52184.2021.9511542","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 28th International Conference on Telecommunications (ICT)","raw_type":"proceedings-article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/48328","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/48328","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8899999856948853,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2075007496","https://openalex.org/W2082011829","https://openalex.org/W2400861403","https://openalex.org/W2751904527","https://openalex.org/W2796384729","https://openalex.org/W2906981918","https://openalex.org/W2960833983","https://openalex.org/W2962814013","https://openalex.org/W2971329741","https://openalex.org/W2998266342","https://openalex.org/W3003406633","https://openalex.org/W3010923102","https://openalex.org/W3022369195","https://openalex.org/W3098486933","https://openalex.org/W3133275518","https://openalex.org/W4300972885","https://openalex.org/W6669127195","https://openalex.org/W6750344830","https://openalex.org/W6790635131"],"related_works":["https://openalex.org/W4200420173","https://openalex.org/W3120617837","https://openalex.org/W3127808443","https://openalex.org/W2916011811","https://openalex.org/W3034137700","https://openalex.org/W4362496467","https://openalex.org/W2896883851","https://openalex.org/W3014317926","https://openalex.org/W2917127270","https://openalex.org/W3185499500"],"abstract_inverted_index":{"Learning-based":[0],"computation":[1,32,136],"of":[2,16,51,57,75,81,95,99,134],"task":[3,33,76],"execution":[4,34,49],"in":[5],"edge":[6,67,71,109],"computing":[7,101],"has":[8],"a":[9,14,29,96,115],"great":[10],"potential":[11],"to":[12,36,107,130],"be":[13],"part":[15],"future":[17],"cloud":[18],"based":[19],"next":[20],"generation":[21],"wireless":[22],"networks.":[23],"In":[24,69],"this":[25],"paper,":[26],"we":[27],"propose":[28],"novel":[30],"intelligent":[31],"model":[35],"reduce":[37],"decision":[38,98,133],"latency":[39],"by":[40,111],"taking":[41],"different":[42],"system":[43],"parameters":[44],"into":[45],"account":[46],"including":[47],"the":[48,52,54,61,70,73,93,100,104,108,125,132,145],"deadline":[50],"task,":[53],"battery":[55],"level":[56],"mobile":[58,64],"devices,":[59],"and":[60,66,83],"channel":[62],"between":[63],"device":[65],"server.":[68],"computing,":[72],"number":[74],"requests,":[77],"resource":[78],"constraints,":[79],"mobility":[80],"users":[82],"energy":[84],"consumption":[85],"are":[86],"main":[87],"performance":[88],"considerations.":[89],"This":[90],"study":[91],"addresses":[92],"problem":[94],"fast":[97],"resources":[102],"for":[103],"application":[105],"offloaded":[106],"servers":[110],"formulating":[112],"it":[113],"as":[114],"multi-class":[116],"classification":[117],"problem.":[118],"The":[119],"extensive":[120],"simulation":[121],"results":[122],"demonstrate":[123],"that":[124],"proposed":[126],"algorithm":[127],"is":[128],"able":[129],"determine":[131],"offloading":[135],"tasks":[137],"with":[138],"more":[139],"than":[140,144],"100":[141],"times":[142],"faster":[143],"conventional":[146],"optimization":[147],"method.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}