{"id":"https://openalex.org/W4210260647","doi":"https://doi.org/10.1109/globecom46510.2021.9685681","title":"Self-optimized network: When Machine Learning Meets Optimization","display_name":"Self-optimized network: When Machine Learning Meets Optimization","publication_year":2021,"publication_date":"2021-12-01","ids":{"openalex":"https://openalex.org/W4210260647","doi":"https://doi.org/10.1109/globecom46510.2021.9685681"},"language":"en","primary_location":{"id":"doi:10.1109/globecom46510.2021.9685681","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom46510.2021.9685681","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/A5065694795","display_name":"Abdelhakim Nacef","orcid":"https://orcid.org/0009-0005-3176-6310"},"institutions":[{"id":"https://openalex.org/I157169809","display_name":"University of Sciences and Technology Houari Boumediene","ror":"https://ror.org/02kb89c09","country_code":"DZ","type":"education","lineage":["https://openalex.org/I157169809"]}],"countries":["DZ"],"is_corresponding":true,"raw_author_name":"Abdelhakim Nacef","raw_affiliation_strings":["University of Sciences and Technology Houari Boumediene (USTHB),Research laboratory in Informatics, Intelligence, Mathematics and Applications (RIIMA),Algeria","Research laboratory in Informatics, Intelligence, Mathematics and Applications (RIIMA), University of Sciences and Technology Houari Boumediene (USTHB), Algeria"],"affiliations":[{"raw_affiliation_string":"University of Sciences and Technology Houari Boumediene (USTHB),Research laboratory in Informatics, Intelligence, Mathematics and Applications (RIIMA),Algeria","institution_ids":["https://openalex.org/I157169809"]},{"raw_affiliation_string":"Research laboratory in Informatics, Intelligence, Mathematics and Applications (RIIMA), University of Sciences and Technology Houari Boumediene (USTHB), Algeria","institution_ids":["https://openalex.org/I157169809"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002075376","display_name":"Miloud Bagaa","orcid":"https://orcid.org/0000-0001-5280-3276"},"institutions":[{"id":"https://openalex.org/I4210150043","display_name":"CSC - IT Center for Science (Finland)","ror":"https://ror.org/04m8m1253","country_code":"FI","type":"company","lineage":["https://openalex.org/I4210150043"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Miloud Bagaa","raw_affiliation_strings":["CSC,Finland","CSC, Finland"],"affiliations":[{"raw_affiliation_string":"CSC,Finland","institution_ids":["https://openalex.org/I4210150043"]},{"raw_affiliation_string":"CSC, Finland","institution_ids":["https://openalex.org/I4210150043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082711268","display_name":"Youcef Aklouf","orcid":null},"institutions":[{"id":"https://openalex.org/I157169809","display_name":"University of Sciences and Technology Houari Boumediene","ror":"https://ror.org/02kb89c09","country_code":"DZ","type":"education","lineage":["https://openalex.org/I157169809"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Youcef Aklouf","raw_affiliation_strings":["University of Sciences and Technology Houari Boumediene (USTHB),Research laboratory in Informatics, Intelligence, Mathematics and Applications (RIIMA),Algeria","Research laboratory in Informatics, Intelligence, Mathematics and Applications (RIIMA), University of Sciences and Technology Houari Boumediene (USTHB), Algeria"],"affiliations":[{"raw_affiliation_string":"University of Sciences and Technology Houari Boumediene (USTHB),Research laboratory in Informatics, Intelligence, Mathematics and Applications (RIIMA),Algeria","institution_ids":["https://openalex.org/I157169809"]},{"raw_affiliation_string":"Research laboratory in Informatics, Intelligence, Mathematics and Applications (RIIMA), University of Sciences and Technology Houari Boumediene (USTHB), Algeria","institution_ids":["https://openalex.org/I157169809"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084378222","display_name":"Abdellah Kaci","orcid":"https://orcid.org/0000-0002-7335-6433"},"institutions":[{"id":"https://openalex.org/I4210151183","display_name":"\u00c9cole Nationale Sup\u00e9rieure de Technologie","ror":"https://ror.org/04gmf5p72","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210151183"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Abdellah Kaci","raw_affiliation_strings":["Ecole Nationale Supérieure de Technologie (ENST),Laboratoire des Technologies Innovantes (LTI),Algeria","rieure de Technologie (ENST), Algeria"],"affiliations":[{"raw_affiliation_string":"Ecole Nationale Supérieure de Technologie (ENST),Laboratoire des Technologies Innovantes (LTI),Algeria","institution_ids":["https://openalex.org/I4210151183"]},{"raw_affiliation_string":"rieure de Technologie (ENST), Algeria","institution_ids":["https://openalex.org/I4210151183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082406914","display_name":"Diego Leonel Cadette Dutra","orcid":"https://orcid.org/0000-0003-4262-7242"},"institutions":[{"id":"https://openalex.org/I122140584","display_name":"Universidade Federal do Rio de Janeiro","ror":"https://ror.org/03490as77","country_code":"BR","type":"education","lineage":["https://openalex.org/I122140584"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Diego Leonel Cadette Dutra","raw_affiliation_strings":["Federal University of Rio de Janeiro,Rio de Janeiro,Brazil","Federal University of Rio de Janeiro, Rio de Janeiro, Brazil"],"affiliations":[{"raw_affiliation_string":"Federal University of Rio de Janeiro,Rio de Janeiro,Brazil","institution_ids":["https://openalex.org/I122140584"]},{"raw_affiliation_string":"Federal University of Rio de Janeiro, Rio de Janeiro, Brazil","institution_ids":["https://openalex.org/I122140584"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073729502","display_name":"Adlen Ksentini","orcid":"https://orcid.org/0000-0001-6857-2679"},"institutions":[{"id":"https://openalex.org/I1902872","display_name":"EURECOM","ror":"https://ror.org/00sse7z02","country_code":"FR","type":"education","lineage":["https://openalex.org/I1902872","https://openalex.org/I205703379"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Adlen Ksentini","raw_affiliation_strings":["EURECOM,Sophia-Antipolis,France,06410"],"affiliations":[{"raw_affiliation_string":"EURECOM,Sophia-Antipolis,France,06410","institution_ids":["https://openalex.org/I1902872"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5065694795"],"corresponding_institution_ids":["https://openalex.org/I157169809"],"apc_list":null,"apc_paid":null,"fwci":1.232,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.7651157,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"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":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/T10714","display_name":"Software-Defined Networks and 5G","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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9991999864578247,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9976999759674072,"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/computer-science","display_name":"Computer science","score":0.7388430237770081},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5186402201652527},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43317273259162903}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7388430237770081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5186402201652527},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43317273259162903}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom46510.2021.9685681","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom46510.2021.9685681","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"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2015970292","https://openalex.org/W2125560635","https://openalex.org/W2480271867","https://openalex.org/W2584654322","https://openalex.org/W2615459164","https://openalex.org/W2790597306","https://openalex.org/W2862802729","https://openalex.org/W2915905517","https://openalex.org/W2944469681","https://openalex.org/W2969227602","https://openalex.org/W3006614673","https://openalex.org/W3009345405","https://openalex.org/W3015273126","https://openalex.org/W3016741624","https://openalex.org/W3017102407","https://openalex.org/W3097943524","https://openalex.org/W6785531582"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0,86,141],"fifth":[1],"generation":[2],"of":[3,39,97,157],"the":[4,25,52,82,98,110,125,155],"mobile":[5,10,99],"network":[6,74,100],"aims":[7,107],"to":[8,24,58,108,117],"revolutionize":[9],"communication":[11],"by":[12,35,101,153],"offering":[13],"both":[14,73],"unparalleled":[15],"performance":[16,84],"and":[17,31,47,76,113,131],"broader":[18],"service":[19],"offerings.":[20],"5G":[21],"technology":[22],"responds":[23],"growing":[26],"demand":[27],"for":[28,80,90,149],"higher":[29],"bandwidth":[30],"lower":[32],"latency,":[33],"caused":[34],"a":[36,64,161],"significant":[37],"increase":[38],"connected":[40],"resources.":[41],"Leveraging":[42],"on":[43],"Software-Defined":[44],"Networking":[45],"(SDN)":[46],"artificial":[48],"intelligence":[49],"(AI)":[50],"technologies,":[51],"6G":[53],"system":[54],"can":[55],"autonomously":[56],"adapt":[57],"user":[59],"requirements.":[60],"This":[61,105],"paper":[62],"proposes":[63],"framework,":[65],"named":[66],"intelligent":[67],"optimization":[68,75],"framework":[69,88],"(IoF),":[70],"that":[71,123],"leverages":[72],"machine":[77],"learning":[78],"techniques":[79],"achieving":[81],"best":[83],"results.":[85],"IoF":[87],"allows":[89],"finding":[91],"an":[92,119,137],"exemplary":[93],"resource":[94],"allocation":[95],"configuration":[96],"leveraging":[102],"SDN":[103],"technology.":[104],"work":[106],"configure":[109],"SDN-enabled":[111],"switches":[112],"Open":[114],"vSwitchs":[115],"(OVSs)":[116],"enable":[118],"optimized":[120,138],"data":[121],"plane":[122],"reduces":[124],"overall":[126],"operational":[127],"expense":[128,133],"(OPEX)":[129],"cost":[130,135],"capital":[132],"(CAPEX)":[134],"within":[136],"execution":[139,163],"time.":[140,164],"evaluation":[142],"results":[143],"show":[144],"our":[145],"proposed":[146],"framework's":[147],"efficiency":[148],"delivering":[150],"optimal":[151],"configurations":[152],"reducing":[154],"number":[156],"allocated":[158],"OVSs":[159],"in":[160],"reasonable":[162]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}