{"id":"https://openalex.org/W3094386454","doi":"https://doi.org/10.1080/0952813x.2020.1818294","title":"A learning-based resource provisioning approach in the fog computing environment","display_name":"A learning-based resource provisioning approach in the fog computing environment","publication_year":2020,"publication_date":"2020-10-20","ids":{"openalex":"https://openalex.org/W3094386454","doi":"https://doi.org/10.1080/0952813x.2020.1818294","mag":"3094386454"},"language":"en","primary_location":{"id":"doi:10.1080/0952813x.2020.1818294","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0952813x.2020.1818294","pdf_url":null,"source":{"id":"https://openalex.org/S153467142","display_name":"Journal of Experimental & Theoretical Artificial Intelligence","issn_l":"0952-813X","issn":["0952-813X","1362-3079"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Experimental & Theoretical Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022349665","display_name":"Masoumeh Etemadi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113955","display_name":"Qom Islamic Azad University","ror":"https://ror.org/0283g3v77","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I4210113955"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Masoumeh Etemadi","raw_affiliation_strings":["Department of Computer Engineering, Qom Branch, Islamic Azad University, Qom, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Qom Branch, Islamic Azad University, Qom, Iran","institution_ids":["https://openalex.org/I4210113955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073918024","display_name":"Mostafa Ghobaei\u2010Arani","orcid":"https://orcid.org/0000-0003-2639-0900"},"institutions":[{"id":"https://openalex.org/I4210113955","display_name":"Qom Islamic Azad University","ror":"https://ror.org/0283g3v77","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I4210113955"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Mostafa Ghobaei-Arani","raw_affiliation_strings":["Department of Computer Engineering, Qom Branch, Islamic Azad University, Qom, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Qom Branch, Islamic Azad University, Qom, Iran","institution_ids":["https://openalex.org/I4210113955"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038281444","display_name":"Ali Shahidinejad","orcid":"https://orcid.org/0000-0003-4856-9119"},"institutions":[{"id":"https://openalex.org/I4210113955","display_name":"Qom Islamic Azad University","ror":"https://ror.org/0283g3v77","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I4210113955"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Ali Shahidinejad","raw_affiliation_strings":["Department of Computer Engineering, Qom Branch, Islamic Azad University, Qom, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Qom Branch, Islamic Azad University, Qom, Iran","institution_ids":["https://openalex.org/I4210113955"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5073918024"],"corresponding_institution_ids":["https://openalex.org/I4210113955"],"apc_list":null,"apc_paid":null,"fwci":2.5871,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.90361869,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"33","issue":"6","first_page":"1033","last_page":"1056"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9934999942779541,"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"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8955554366111755},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.8728983998298645},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.557270348072052},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5510068535804749},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.46453696489334106},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.45905694365501404},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.45684894919395447},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.45524662733078003},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4144757091999054},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.32489603757858276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31904783844947815},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.20387157797813416},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.14363980293273926}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8955554366111755},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.8728983998298645},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.557270348072052},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5510068535804749},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.46453696489334106},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.45905694365501404},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.45684894919395447},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.45524662733078003},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4144757091999054},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.32489603757858276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31904783844947815},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.20387157797813416},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.14363980293273926},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/0952813x.2020.1818294","is_oa":false,"landing_page_url":"https://doi.org/10.1080/0952813x.2020.1818294","pdf_url":null,"source":{"id":"https://openalex.org/S153467142","display_name":"Journal of Experimental & Theoretical Artificial Intelligence","issn_l":"0952-813X","issn":["0952-813X","1362-3079"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Experimental & Theoretical Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:figshare.com:article/28757027","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"Journal contribution"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/28757027","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"Journal contribution"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.49000000953674316,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1564285798","https://openalex.org/W2040750108","https://openalex.org/W2045287414","https://openalex.org/W2061050102","https://openalex.org/W2076587863","https://openalex.org/W2077804127","https://openalex.org/W2080690725","https://openalex.org/W2105594594","https://openalex.org/W2110242546","https://openalex.org/W2114623221","https://openalex.org/W2125838338","https://openalex.org/W2159124867","https://openalex.org/W2166146553","https://openalex.org/W2414114959","https://openalex.org/W2464624156","https://openalex.org/W2529113503","https://openalex.org/W2583091440","https://openalex.org/W2597507805","https://openalex.org/W2755775376","https://openalex.org/W2790257945","https://openalex.org/W2889892672","https://openalex.org/W2892258624","https://openalex.org/W2905547828","https://openalex.org/W2919995315","https://openalex.org/W2946928520","https://openalex.org/W2964399674","https://openalex.org/W2969644839","https://openalex.org/W2979475937","https://openalex.org/W2982054674","https://openalex.org/W2988015189","https://openalex.org/W2996729482","https://openalex.org/W2998851293","https://openalex.org/W3013718702","https://openalex.org/W3033176519","https://openalex.org/W3034962907","https://openalex.org/W3036568761","https://openalex.org/W3045171440","https://openalex.org/W4236054614","https://openalex.org/W4249726634"],"related_works":["https://openalex.org/W4241787744","https://openalex.org/W3189674571","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313463218","https://openalex.org/W4312996489","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W3106131444","https://openalex.org/W3216099748"],"abstract_inverted_index":{"With":[0],"the":[1,8,19,22,31,57,85,92,115,140,153],"recent":[2],"advancements":[3],"in":[4,60,84],"distributed":[5],"computing":[6,10],"technologies,":[7],"fog":[9,86,116],"model":[11,104],"has":[12],"emerged":[13],"to":[14,30,49,64,109,113],"provide":[15],"resource":[16,46,61,74,159],"capabilities":[17],"at":[18],"edge":[20],"of":[21,34,56,81,120,122,127,152],"network":[23,97],"for":[24,77,118],"executing":[25],"IoT":[26,35,82,123],"applications.":[27,124],"However,":[28],"due":[29],"rapid":[32],"growth":[33],"applications":[36,83],"and":[37,101,139,155,157],"variability":[38],"their":[39],"workload":[40],"over":[41],"time,":[42],"achieving":[43],"an":[44],"efficient":[45],"provisioning":[47,75],"solution":[48,130],"deal":[50],"with":[51,163],"time-varying":[52,79],"workloads":[53,80,121],"as":[54,98,106],"one":[55],"challenging":[58],"tasks":[59],"management":[62],"scope":[63],"be":[65],"considered.":[66],"In":[67],"this":[68],"work,":[69],"we":[70],"propose":[71],"a":[72,107,150],"learning-based":[73],"approach":[76,90],"managing":[78],"network.":[87],"Our":[88],"proposed":[89,129],"utilises":[91],"nonlinear":[93],"autoregressive":[94],"(NAR)":[95],"neural":[96],"prediction":[99],"method":[100],"hidden":[102],"Markov":[103],"(HMM)":[105],"decision-maker":[108],"identify":[110],"scaling":[111],"decisions":[112],"provision":[114],"resources":[117],"serving":[119],"The":[125],"effectiveness":[126],"our":[128],"is":[131],"evaluated":[132],"using":[133],"extension":[134],"experiments":[135],"under":[136],"real-world":[137],"datasets,":[138],"obtained":[141],"results":[142],"from":[143],"iFogSim":[144],"toolkit":[145],"demonstrated":[146],"that":[147],"it":[148],"yields":[149],"reduction":[151],"delay":[154],"cost":[156],"improves":[158],"energy":[160],"consumption":[161],"compared":[162],"existing":[164],"baseline":[165],"mechanisms.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":6}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}