{"id":"https://openalex.org/W4210494011","doi":"https://doi.org/10.1109/globecom46510.2021.9685236","title":"Mean-Field Game and Reinforcement Learning MEC Resource Provisioning for SFC","display_name":"Mean-Field Game and Reinforcement Learning MEC Resource Provisioning for SFC","publication_year":2021,"publication_date":"2021-12-01","ids":{"openalex":"https://openalex.org/W4210494011","doi":"https://doi.org/10.1109/globecom46510.2021.9685236"},"language":"en","primary_location":{"id":"doi:10.1109/globecom46510.2021.9685236","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom46510.2021.9685236","pdf_url":null,"source":{"id":"https://openalex.org/S4363607714","display_name":"2021 IEEE Global Communications Conference (GLOBECOM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Global Communications Conference (GLOBECOM)","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/A5085082908","display_name":"Amine Abouaomar","orcid":"https://orcid.org/0000-0002-3081-1520"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Amine Abouaomar","raw_affiliation_strings":["Universit&#x00E9; de Sherbrooke,INTERLAB, Engineering Faculty,Sherbrooke,QC,Canada","ENSIAS, Mohammed V University, Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Sherbrooke,INTERLAB, Engineering Faculty,Sherbrooke,QC,Canada","institution_ids":[]},{"raw_affiliation_string":"ENSIAS, Mohammed V University, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011549008","display_name":"Soumaya Cherkaoui","orcid":"https://orcid.org/0000-0001-6140-770X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Soumaya Cherkaoui","raw_affiliation_strings":["Universit&#x00E9; de Sherbrooke,INTERLAB, Engineering Faculty,Sherbrooke,QC,Canada"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Sherbrooke,INTERLAB, Engineering Faculty,Sherbrooke,QC,Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071657961","display_name":"Zoubeir Mlika","orcid":"https://orcid.org/0000-0003-3417-7704"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zoubeir Mlika","raw_affiliation_strings":["Universit&#x00E9; de Sherbrooke,INTERLAB, Engineering Faculty,Sherbrooke,QC,Canada"],"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; de Sherbrooke,INTERLAB, Engineering Faculty,Sherbrooke,QC,Canada","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025108748","display_name":"Abdellatif Kobbane","orcid":"https://orcid.org/0000-0003-3593-4084"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abdellatif Kobbane","raw_affiliation_strings":["Mohammed V University,ENSIAS,Rabat,Morocco","ENSIAS, Mohammed V University, Rabat, Morocco"],"affiliations":[{"raw_affiliation_string":"Mohammed V University,ENSIAS,Rabat,Morocco","institution_ids":["https://openalex.org/I126477371"]},{"raw_affiliation_string":"ENSIAS, Mohammed V University, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5085082908"],"corresponding_institution_ids":["https://openalex.org/I126477371"],"apc_list":null,"apc_paid":null,"fwci":1.8565,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.85770849,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9973999857902527,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9952999949455261,"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/chaining","display_name":"Chaining","score":0.9039936065673828},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8184643387794495},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8026326894760132},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.7974186539649963},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.6353715658187866},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5836539268493652},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5695924162864685},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.43068113923072815},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.36675095558166504},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3047662377357483},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2633810341358185}],"concepts":[{"id":"https://openalex.org/C49020025","wikidata":"https://www.wikidata.org/wiki/Q1059099","display_name":"Chaining","level":2,"score":0.9039936065673828},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8184643387794495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8026326894760132},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.7974186539649963},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.6353715658187866},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5836539268493652},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5695924162864685},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.43068113923072815},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.36675095558166504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3047662377357483},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2633810341358185},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/globecom46510.2021.9685236","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom46510.2021.9685236","pdf_url":null,"source":{"id":"https://openalex.org/S4363607714","display_name":"2021 IEEE Global Communications Conference (GLOBECOM)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Global Communications Conference (GLOBECOM)","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.polymtl.ca:50123","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/50123/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Communication de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5400000214576721,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1513468570","https://openalex.org/W2290104316","https://openalex.org/W2500898769","https://openalex.org/W2890841063","https://openalex.org/W2963836806","https://openalex.org/W2964281292","https://openalex.org/W2970356471","https://openalex.org/W3009325463","https://openalex.org/W3009832548","https://openalex.org/W3015609468","https://openalex.org/W3017021688","https://openalex.org/W3043206654","https://openalex.org/W3048442215","https://openalex.org/W3065783609","https://openalex.org/W3084210855","https://openalex.org/W3096000766","https://openalex.org/W3135453822","https://openalex.org/W3161701387","https://openalex.org/W6630520071","https://openalex.org/W6696380822","https://openalex.org/W6750324069","https://openalex.org/W6795652312"],"related_works":["https://openalex.org/W4286713570","https://openalex.org/W3213838085","https://openalex.org/W4286693834","https://openalex.org/W4313591620","https://openalex.org/W2997903470","https://openalex.org/W2901569595","https://openalex.org/W4226343423","https://openalex.org/W2937181779","https://openalex.org/W4210494011","https://openalex.org/W4283313823"],"abstract_inverted_index":{"In":[0,89],"this":[1,90],"paper,":[2],"we":[3,78,92],"address":[4],"the":[5,17,39,42,46,67,74,80],"resource":[6,69],"provisioning":[7,70],"problem":[8],"for":[9,59,100],"service":[10,35],"function":[11],"chaining":[12,20,108],"(SFC)":[13],"in":[14],"terms":[15],"of":[16,21,45],"placement":[18,61,106],"and":[19,48,62,107],"virtual":[22],"network":[23],"functions":[24],"(VNFs)":[25],"within":[26],"a":[27,50,84],"multi-access":[28],"edge":[29],"computing":[30],"(MEC)":[31],"infrastructure":[32],"to":[33,55,65,83,103],"reduce":[34,79],"delay.":[36],"We":[37],"consider":[38],"VNFs":[40],"as":[41],"main":[43],"entities":[44],"system":[47,75],"propose":[49],"mean-field":[51],"game":[52],"(MFG)":[53],"framework":[54],"model":[56],"their":[57,60],"behavior":[58],"chaining.":[63],"Then,":[64],"achieve":[66],"optimal":[68],"policy":[71],"without":[72],"considering":[73],"control":[76],"parameters,":[77],"proposed":[81,115],"MFG":[82],"Markov":[85],"decision":[86],"process":[87],"(MDP).":[88],"way,":[91],"leverage":[93],"reinforcement":[94],"learning":[95],"with":[96],"an":[97],"actor-critic":[98],"approach":[99,116],"MEC":[101],"nodes":[102],"learn":[104],"complex":[105],"policies.":[109],"Simulation":[110],"results":[111],"show":[112],"that":[113],"our":[114],"outperforms":[117],"benchmark":[118],"state-of-the-art":[119],"approaches.":[120]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
