{"id":"https://openalex.org/W3016118821","doi":"https://doi.org/10.1109/jsac.2020.2986663","title":"MUVINE: Multi-Stage Virtual Network Embedding in Cloud Data Centers Using Reinforcement Learning-Based Predictions","display_name":"MUVINE: Multi-Stage Virtual Network Embedding in Cloud Data Centers Using Reinforcement Learning-Based Predictions","publication_year":2020,"publication_date":"2020-04-08","ids":{"openalex":"https://openalex.org/W3016118821","doi":"https://doi.org/10.1109/jsac.2020.2986663","mag":"3016118821"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2020.2986663","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2020.2986663","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal on Selected Areas in Communications","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2111.02737","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050290363","display_name":"Hiren Kumar Thakkar","orcid":"https://orcid.org/0000-0002-4196-7651"},"institutions":[{"id":"https://openalex.org/I3129773123","display_name":"Bennett University","ror":"https://ror.org/00an5hx75","country_code":"IN","type":"education","lineage":["https://openalex.org/I3129773123"]},{"id":"https://openalex.org/I173093425","display_name":"Chang Gung University","ror":"https://ror.org/00d80zx46","country_code":"TW","type":"education","lineage":["https://openalex.org/I173093425"]}],"countries":["IN","TW"],"is_corresponding":true,"raw_author_name":"Hiren Kumar Thakkar","raw_affiliation_strings":["Department of Computer Science Engineering, Bennett University, Greater Noida, India","Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science Engineering, Bennett University, Greater Noida, India","institution_ids":["https://openalex.org/I3129773123"]},{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I173093425"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056161850","display_name":"Chinmaya Kumar Dehury","orcid":"https://orcid.org/0000-0003-1990-0431"},"institutions":[{"id":"https://openalex.org/I56085075","display_name":"University of Tartu","ror":"https://ror.org/03z77qz90","country_code":"EE","type":"education","lineage":["https://openalex.org/I56085075"]},{"id":"https://openalex.org/I173093425","display_name":"Chang Gung University","ror":"https://ror.org/00d80zx46","country_code":"TW","type":"education","lineage":["https://openalex.org/I173093425"]}],"countries":["EE","TW"],"is_corresponding":false,"raw_author_name":"Chinmaya Kumar Dehury","raw_affiliation_strings":["Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan","Mobile and Cloud Laboratory, Institute of Computer Science, University of Tartu, Tartu, Estonia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I173093425"]},{"raw_affiliation_string":"Mobile and Cloud Laboratory, Institute of Computer Science, University of Tartu, Tartu, Estonia","institution_ids":["https://openalex.org/I56085075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043838453","display_name":"Prasan Kumar Sahoo","orcid":"https://orcid.org/0000-0003-3496-1195"},"institutions":[{"id":"https://openalex.org/I3020100970","display_name":"Chang Gung Memorial Hospital","ror":"https://ror.org/02verss31","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I3020100970"]},{"id":"https://openalex.org/I173093425","display_name":"Chang Gung University","ror":"https://ror.org/00d80zx46","country_code":"TW","type":"education","lineage":["https://openalex.org/I173093425"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Prasan Kumar Sahoo","raw_affiliation_strings":["Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan","Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital, Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Chang Gung University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I173093425"]},{"raw_affiliation_string":"Division of Colon and Rectal Surgery, Chang Gung Memorial Hospital, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I3020100970"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5050290363"],"corresponding_institution_ids":["https://openalex.org/I173093425","https://openalex.org/I3129773123"],"apc_list":null,"apc_paid":null,"fwci":5.3187,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.95798724,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"38","issue":"6","first_page":"1058","last_page":"1074"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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/T10714","display_name":"Software-Defined Networks and 5G","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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9904000163078308,"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/T10847","display_name":"Advanced Optical Network Technologies","score":0.9861999750137329,"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/computer-science","display_name":"Computer science","score":0.8814501762390137},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8693301677703857},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.6756640672683716},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.6531673073768616},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6495240926742554},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5958864688873291},{"id":"https://openalex.org/keywords/network-virtualization","display_name":"Network virtualization","score":0.532331109046936},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4774535298347473},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.47150152921676636},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.45236653089523315},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3147504925727844},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3017927408218384},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09422588348388672}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8814501762390137},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8693301677703857},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.6756640672683716},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.6531673073768616},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6495240926742554},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5958864688873291},{"id":"https://openalex.org/C2779898492","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Network virtualization","level":4,"score":0.532331109046936},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4774535298347473},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.47150152921676636},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.45236653089523315},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3147504925727844},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3017927408218384},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09422588348388672},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jsac.2020.2986663","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2020.2986663","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal on Selected Areas in Communications","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2111.02737","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2111.02737","pdf_url":"https://arxiv.org/pdf/2111.02737","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2111.02737","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2111.02737","pdf_url":"https://arxiv.org/pdf/2111.02737","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G530226640","display_name":null,"funder_award_id":"108-2221-E-182-050","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G716511680","display_name":null,"funder_award_id":"CMRPD 2J0141","funder_id":"https://openalex.org/F4320322767","funder_display_name":"Chang Gung Medical Foundation"}],"funders":[{"id":"https://openalex.org/F4320322767","display_name":"Chang Gung Medical Foundation","ror":"https://ror.org/02verss31"},{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1740753981","https://openalex.org/W1967910577","https://openalex.org/W2028349553","https://openalex.org/W2101234009","https://openalex.org/W2263512615","https://openalex.org/W2271840356","https://openalex.org/W2329597761","https://openalex.org/W2333075008","https://openalex.org/W2334760274","https://openalex.org/W2345144428","https://openalex.org/W2475243319","https://openalex.org/W2496655960","https://openalex.org/W2530849036","https://openalex.org/W2552554409","https://openalex.org/W2568208952","https://openalex.org/W2577097471","https://openalex.org/W2587964702","https://openalex.org/W2591344039","https://openalex.org/W2751313252","https://openalex.org/W2772644723","https://openalex.org/W2783592194","https://openalex.org/W2783992985","https://openalex.org/W2790966663","https://openalex.org/W2791512297","https://openalex.org/W2792336262","https://openalex.org/W2794148333","https://openalex.org/W2892293759","https://openalex.org/W2908048701","https://openalex.org/W2923914728","https://openalex.org/W2963155467","https://openalex.org/W2964437776","https://openalex.org/W2975247499","https://openalex.org/W2986588121","https://openalex.org/W2989766752","https://openalex.org/W4238120498","https://openalex.org/W4301501993","https://openalex.org/W6675354045","https://openalex.org/W6694517276","https://openalex.org/W6754370374"],"related_works":["https://openalex.org/W2088620127","https://openalex.org/W2461440407","https://openalex.org/W2317094215","https://openalex.org/W2743348030","https://openalex.org/W1963799338","https://openalex.org/W2160885694","https://openalex.org/W2900408237","https://openalex.org/W2036412865","https://openalex.org/W2542775576","https://openalex.org/W2545334782"],"abstract_inverted_index":{"The":[0,39,64,152,166],"recent":[1,163],"advances":[2],"in":[3,88,92],"virtualization":[4],"technology":[5],"have":[6],"enabled":[7],"the":[8,35,51,60,70,81,93,101,116,127,140,148,162,171,178,183],"sharing":[9],"of":[10,15,34,41,59,66,73,84,104,123],"computing":[11],"and":[12,29,47,96,159,181],"networking":[13],"resources":[14,75,118],"cloud":[16,36,45,117,149],"data":[17,150],"centers":[18],"among":[19,147],"multiple":[20],"users.":[21],"Virtual":[22,143],"Network":[23,144],"Embedding":[24,145],"(VNE)":[25],"is":[26,30,69,90,137,156],"highly":[27],"important":[28],"an":[31],"integral":[32],"part":[33],"resource":[37,53],"management.":[38],"lack":[40],"historical":[42],"knowledge":[43],"on":[44,76],"functioning":[46],"inability":[48],"to":[49,114],"foresee":[50],"future":[52],"demand":[54],"are":[55,112],"two":[56],"fundamental":[57],"shortcomings":[58,68],"traditional":[61],"VNE":[62,89,105],"approaches.":[63],"consequence":[65],"those":[67],"inefficient":[71],"embedding":[72],"virtual":[74],"Substrate":[77],"Nodes":[78],"(SNs).":[79],"On":[80],"contrary,":[82],"application":[83],"Artificial":[85],"Intelligence":[86],"(AI)":[87],"still":[91],"premature":[94],"stage":[95],"needs":[97],"further":[98],"investigation.":[99],"Considering":[100],"underlying":[102],"complexity":[103],"that":[106,170],"includes":[107],"numerous":[108],"parameters,":[109],"intelligent":[110],"solutions":[111],"required":[113],"utilize":[115],"efficiently":[119],"via":[120],"careful":[121],"selection":[122],"appropriate":[124],"SNs":[125],"for":[126,139],"VNE.":[128],"In":[129],"this":[130],"paper,":[131],"Reinforcement":[132],"Learning":[133],"based":[134],"prediction":[135],"model":[136],"designed":[138],"efficient":[141],"Multi-stage":[142],"(MUVINE)":[146],"centers.":[151],"proposed":[153,172],"MUVINE":[154,173],"scheme":[155,174],"extensively":[157],"simulated":[158],"evaluated":[160],"against":[161],"state-of-the-art":[164],"schemes.":[165],"simulation":[167],"outcomes":[168],"show":[169],"consistently":[175],"outperforms":[176],"over":[177],"existing":[179],"schemes":[180],"provides":[182],"promising":[184],"results.":[185]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
