{"id":"https://openalex.org/W3207736614","doi":"https://doi.org/10.1155/2021/7216795","title":"Makespan Optimisation in Cloudlet Scheduling with Improved DQN Algorithm in Cloud Computing","display_name":"Makespan Optimisation in Cloudlet Scheduling with Improved DQN Algorithm in Cloud Computing","publication_year":2021,"publication_date":"2021-10-21","ids":{"openalex":"https://openalex.org/W3207736614","doi":"https://doi.org/10.1155/2021/7216795","mag":"3207736614"},"language":"en","primary_location":{"id":"doi:10.1155/2021/7216795","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/7216795","pdf_url":"https://downloads.hindawi.com/journals/sp/2021/7216795.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/sp/2021/7216795.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011617777","display_name":"Amine Chraibi","orcid":"https://orcid.org/0000-0003-1332-7742"},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Amine Chraibi","raw_affiliation_strings":["Hassan First University of Settat, Faculty of Science and Technology, Mathematics and Computer Science Department, LAVETE Laboratory, 26000, Settat, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-1332-7742","affiliations":[{"raw_affiliation_string":"Hassan First University of Settat, Faculty of Science and Technology, Mathematics and Computer Science Department, LAVETE Laboratory, 26000, Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021508073","display_name":"Said Ben Alla","orcid":"https://orcid.org/0000-0003-1089-9948"},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Said Ben Alla","raw_affiliation_strings":["Hassan First University of Settat, Faculty of Science and Technology, Mathematics and Computer Science Department, LAVETE Laboratory, 26000, Settat, Morocco"],"raw_orcid":"https://orcid.org/0000-0003-1089-9948","affiliations":[{"raw_affiliation_string":"Hassan First University of Settat, Faculty of Science and Technology, Mathematics and Computer Science Department, LAVETE Laboratory, 26000, Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011832565","display_name":"Abdellah Ezzati","orcid":"https://orcid.org/0000-0002-1456-0661"},"institutions":[{"id":"https://openalex.org/I4210145365","display_name":"Universit\u00e9 Hassan 1er","ror":"https://ror.org/03cdvht47","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210145365"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdellah Ezzati","raw_affiliation_strings":["Hassan First University of Settat, Faculty of Science and Technology, Mathematics and Computer Science Department, LAVETE Laboratory, 26000, Settat, Morocco"],"raw_orcid":"https://orcid.org/0000-0002-1456-0661","affiliations":[{"raw_affiliation_string":"Hassan First University of Settat, Faculty of Science and Technology, Mathematics and Computer Science Department, LAVETE Laboratory, 26000, Settat, Morocco","institution_ids":["https://openalex.org/I4210145365"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5011617777"],"corresponding_institution_ids":["https://openalex.org/I4210145365"],"apc_list":{"value":1800,"currency":"USD","value_usd":1800},"apc_paid":{"value":1800,"currency":"USD","value_usd":1800},"fwci":2.8439,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.92115303,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"2021","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998000264167786,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9987999796867371,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9912999868392944,"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/cloudlet","display_name":"Cloudlet","score":0.926816463470459},{"id":"https://openalex.org/keywords/cloudsim","display_name":"CloudSim","score":0.9052468538284302},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.839626669883728},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.768116295337677},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7621901035308838},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5475297570228577},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5221957564353943},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4835478961467743},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3870267868041992},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3303545117378235},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.2960745394229889},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14426368474960327},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.054516226053237915}],"concepts":[{"id":"https://openalex.org/C2781055072","wikidata":"https://www.wikidata.org/wiki/Q25325266","display_name":"Cloudlet","level":3,"score":0.926816463470459},{"id":"https://openalex.org/C2779907789","wikidata":"https://www.wikidata.org/wiki/Q22095616","display_name":"CloudSim","level":3,"score":0.9052468538284302},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.839626669883728},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.768116295337677},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7621901035308838},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5475297570228577},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5221957564353943},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4835478961467743},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3870267868041992},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3303545117378235},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2960745394229889},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14426368474960327},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.054516226053237915},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/7216795","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/7216795","pdf_url":"https://downloads.hindawi.com/journals/sp/2021/7216795.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:55750ecec90b41f8a9be4888e4abf496","is_oa":false,"landing_page_url":"https://doaj.org/article/55750ecec90b41f8a9be4888e4abf496","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Scientific Programming, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/7216795","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/7216795","pdf_url":"https://downloads.hindawi.com/journals/sp/2021/7216795.pdf","source":{"id":"https://openalex.org/S166774750","display_name":"Scientific Programming","issn_l":"1058-9244","issn":["1058-9244","1875-919X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Scientific Programming","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3207736614.pdf","grobid_xml":"https://content.openalex.org/works/W3207736614.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1120107613","https://openalex.org/W1595483645","https://openalex.org/W1672097451","https://openalex.org/W2045287414","https://openalex.org/W2087707076","https://openalex.org/W2145339207","https://openalex.org/W2152195021","https://openalex.org/W2154158105","https://openalex.org/W2561389184","https://openalex.org/W2608654306","https://openalex.org/W2751636983","https://openalex.org/W2905082659","https://openalex.org/W2910071237","https://openalex.org/W2929242575","https://openalex.org/W2959200652","https://openalex.org/W2972859068","https://openalex.org/W2973385654","https://openalex.org/W2997337786","https://openalex.org/W3008115759","https://openalex.org/W3014666007","https://openalex.org/W3035066713","https://openalex.org/W3043446139","https://openalex.org/W3045627489","https://openalex.org/W3081636564","https://openalex.org/W3087234334","https://openalex.org/W3087275496","https://openalex.org/W3101304220","https://openalex.org/W3106892600","https://openalex.org/W3119605979","https://openalex.org/W3128148924","https://openalex.org/W3133942574","https://openalex.org/W3158914115","https://openalex.org/W3188796960","https://openalex.org/W3194995730","https://openalex.org/W6758076215"],"related_works":["https://openalex.org/W4286215631","https://openalex.org/W2749583014","https://openalex.org/W2319090219","https://openalex.org/W2959532461","https://openalex.org/W4390014932","https://openalex.org/W2544102541","https://openalex.org/W2539334553","https://openalex.org/W2951334301","https://openalex.org/W4234957192","https://openalex.org/W3194816971"],"abstract_inverted_index":{"Despite":[0],"increased":[1],"cloud":[2,7,30],"service":[3,31],"providers":[4,32],"following":[5],"advanced":[6],"infrastructure":[8],"management,":[9],"substantial":[10],"execution":[11,26],"time":[12,27],"is":[13],"lost":[14],"due":[15],"to":[16,68,81,95],"minimal":[17,49],"server":[18],"usage.":[19],"Given":[20],"the":[21,55,70,83,88,97,112,117],"importance":[22],"of":[23,108,114],"reducing":[24],"total":[25],"(makespan)":[28],"for":[29,48],"(as":[33],"a":[34],"vital":[35],"metric)":[36],"during":[37],"sustaining":[38],"Quality-of-Service":[39],"(QoS),":[40],"this":[41],"study":[42],"established":[43],"an":[44,75],"enhanced":[45],"scheduling":[46,51],"algorithm":[47,59],"cloudlet":[50],"(CS)":[52],"makespan":[53,98],"with":[54],"deep":[56],"Q-network":[57],"(DQN)":[58],"under":[60],"MCS-DQN.":[61],"A":[62],"novel":[63],"reward":[64],"function":[65],"was":[66,79],"recommended":[67,89],"enhance":[69],"DQN":[71],"model":[72],"convergence.":[73],"Additionally,":[74],"open-source":[76],"simulator":[77],"(CloudSim)":[78],"employed":[80],"assess":[82],"suggested":[84],"work":[85],"performance.":[86],"Resultantly,":[87],"MCS-DQN":[90],"scheduler":[91],"revealed":[92],"optimal":[93],"outcomes":[94],"minimise":[96],"metric":[99],"and":[100,111],"other":[101],"counterparts":[102],"(task":[103],"waiting":[104],"period,":[105],"resource":[106],"usage":[107],"virtual":[109],"machines,":[110],"extent":[113],"incongruence":[115],"against":[116],"algorithms).":[118]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
