{"id":"https://openalex.org/W4297119148","doi":"https://doi.org/10.1109/cloudnet55617.2022.9978878","title":"Reconfiguring Network Slices at the Best Time With Deep Reinforcement Learning","display_name":"Reconfiguring Network Slices at the Best Time With Deep Reinforcement Learning","publication_year":2022,"publication_date":"2022-11-07","ids":{"openalex":"https://openalex.org/W4297119148","doi":"https://doi.org/10.1109/cloudnet55617.2022.9978878"},"language":"en","primary_location":{"id":"doi:10.1109/cloudnet55617.2022.9978878","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cloudnet55617.2022.9978878","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 11th International Conference on Cloud Networking (CloudNet)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://inria.hal.science/hal-03786887","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000228049","display_name":"Adrien Gausseran","orcid":"https://orcid.org/0000-0002-2775-9573"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210099593","display_name":"Computer Algorithms for Medicine","ror":"https://ror.org/00zky6d38","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210099593"]}],"countries":["AT","FR"],"is_corresponding":false,"raw_author_name":"Adrien Gausseran","raw_affiliation_strings":["Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","Combinatorics, Optimization and Algorithms for Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Combinatorics, Optimization and Algorithms for Telecommunications","institution_ids":["https://openalex.org/I4210099593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026490210","display_name":"Redha A. Alliche","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210099593","display_name":"Computer Algorithms for Medicine","ror":"https://ror.org/00zky6d38","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210099593"]},{"id":"https://openalex.org/I4210106479","display_name":"Laboratoire d'Informatique, Signaux et Syst\u00e8mes de Sophia Antipolis","ror":"https://ror.org/01215r597","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I201841394","https://openalex.org/I4210106479","https://openalex.org/I4210159245"]}],"countries":["AT","FR"],"is_corresponding":false,"raw_author_name":"Redha A. Alliche","raw_affiliation_strings":["Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","Combinatorics, Optimization and Algorithms for Telecommunications","Laboratoire d'Informatique, Signaux, et Syst\u00e8mes de Sophia-Antipolis (I3S) / Equipe SIGNET"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Combinatorics, Optimization and Algorithms for Telecommunications","institution_ids":["https://openalex.org/I4210099593"]},{"raw_affiliation_string":"Laboratoire d'Informatique, Signaux, et Syst\u00e8mes de Sophia-Antipolis (I3S) / Equipe SIGNET","institution_ids":["https://openalex.org/I4210106479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062332894","display_name":"Hicham Lesfari","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210099593","display_name":"Computer Algorithms for Medicine","ror":"https://ror.org/00zky6d38","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210099593"]}],"countries":["AT","FR"],"is_corresponding":false,"raw_author_name":"Hicham Lesfari","raw_affiliation_strings":["Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","Combinatorics, Optimization and Algorithms for Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Combinatorics, Optimization and Algorithms for Telecommunications","institution_ids":["https://openalex.org/I4210099593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030096143","display_name":"Ram\u00f3n Aparicio-Pardo","orcid":"https://orcid.org/0000-0002-6069-2841"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210099593","display_name":"Computer Algorithms for Medicine","ror":"https://ror.org/00zky6d38","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210099593"]},{"id":"https://openalex.org/I4210106479","display_name":"Laboratoire d'Informatique, Signaux et Syst\u00e8mes de Sophia Antipolis","ror":"https://ror.org/01215r597","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I201841394","https://openalex.org/I4210106479","https://openalex.org/I4210159245"]}],"countries":["AT","FR"],"is_corresponding":false,"raw_author_name":"Ramon Aparicio-Pardo","raw_affiliation_strings":["Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","Combinatorics, Optimization and Algorithms for Telecommunications","Laboratoire d'Informatique, Signaux, et Syst\u00e8mes de Sophia-Antipolis (I3S) / Equipe SIGNET"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Combinatorics, Optimization and Algorithms for Telecommunications","institution_ids":["https://openalex.org/I4210099593"]},{"raw_affiliation_string":"Laboratoire d'Informatique, Signaux, et Syst\u00e8mes de Sophia-Antipolis (I3S) / Equipe SIGNET","institution_ids":["https://openalex.org/I4210106479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070726630","display_name":"Fr\u00e9d\u00e9ric Giroire","orcid":"https://orcid.org/0000-0002-3727-051X"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210099593","display_name":"Computer Algorithms for Medicine","ror":"https://ror.org/00zky6d38","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210099593"]}],"countries":["AT","FR"],"is_corresponding":false,"raw_author_name":"Frederic Giroire","raw_affiliation_strings":["Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","Combinatorics, Optimization and Algorithms for Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Combinatorics, Optimization and Algorithms for Telecommunications","institution_ids":["https://openalex.org/I4210099593"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006173103","display_name":"Joanna Mouli\u00e9rac","orcid":"https://orcid.org/0000-0002-4367-5839"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210099593","display_name":"Computer Algorithms for Medicine","ror":"https://ror.org/00zky6d38","country_code":"AT","type":"facility","lineage":["https://openalex.org/I4210099593"]}],"countries":["AT","FR"],"is_corresponding":false,"raw_author_name":"Joanna Moulierac","raw_affiliation_strings":["Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","Combinatorics, Optimization and Algorithms for Telecommunications"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit&#x00E9; C&#x00F4;te d&#x2019;Azur,CNRS,Inria Sophia Antipolis,France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Combinatorics, Optimization and Algorithms for Telecommunications","institution_ids":["https://openalex.org/I4210099593"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5392,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5654768,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"85","last_page":"92"},"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":0.9927999973297119,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9857000112533569,"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":0.8319265842437744},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6619347929954529},{"id":"https://openalex.org/keywords/control-reconfiguration","display_name":"Control reconfiguration","score":0.6443883776664734},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.6342798471450806},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5565210580825806},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5403661131858826},{"id":"https://openalex.org/keywords/network-congestion","display_name":"Network congestion","score":0.5263422727584839},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.45351874828338623},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.4325478672981262},{"id":"https://openalex.org/keywords/network-traffic-control","display_name":"Network traffic control","score":0.42526325583457947},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4135918915271759},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.41005268692970276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20018896460533142},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1204679012298584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8319265842437744},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6619347929954529},{"id":"https://openalex.org/C119701452","wikidata":"https://www.wikidata.org/wiki/Q5165881","display_name":"Control reconfiguration","level":2,"score":0.6443883776664734},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.6342798471450806},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5565210580825806},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5403661131858826},{"id":"https://openalex.org/C195563490","wikidata":"https://www.wikidata.org/wiki/Q180368","display_name":"Network congestion","level":3,"score":0.5263422727584839},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.45351874828338623},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.4325478672981262},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.42526325583457947},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4135918915271759},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.41005268692970276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20018896460533142},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1204679012298584},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cloudnet55617.2022.9978878","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cloudnet55617.2022.9978878","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 11th International Conference on Cloud Networking (CloudNet)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03786887v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-03786887","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"CloudNet 2022 - IEEE International Conference on Cloud Networking, Nov 2022, Paris, France. &#x27E8;10.1109/CloudNet55617.2022.9978878&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-03786887v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-03786887","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"CloudNet 2022 - IEEE International Conference on Cloud Networking, Nov 2022, Paris, France. &#x27E8;10.1109/CloudNet55617.2022.9978878&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2689869783","display_name":"Idex UCA JEDI","funder_award_id":"ANR-15-IDEX-0001","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G3692377274","display_name":"UCA Syst\u00e8mes Num\u00e9riques pour l'Homme","funder_award_id":"ANR-17-EURE-0004","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G8109863087","display_name":"ARTificial Intelligence-based Cloud network control","funder_award_id":"ANR-19-CE25-0001","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W2145339207","https://openalex.org/W2473012137","https://openalex.org/W2543929814","https://openalex.org/W2781790117","https://openalex.org/W2804263917","https://openalex.org/W2911562155","https://openalex.org/W2963577337","https://openalex.org/W2986807517","https://openalex.org/W2996405674","https://openalex.org/W3009531334","https://openalex.org/W3015590302","https://openalex.org/W3015825841","https://openalex.org/W3016741624","https://openalex.org/W3026935583","https://openalex.org/W3046003930","https://openalex.org/W3081211774","https://openalex.org/W3123020218","https://openalex.org/W3129742217","https://openalex.org/W3187891605","https://openalex.org/W4241051765","https://openalex.org/W4399151235"],"related_works":["https://openalex.org/W2374774854","https://openalex.org/W2347295639","https://openalex.org/W2147074439","https://openalex.org/W1990799529","https://openalex.org/W2560201450","https://openalex.org/W2744383474","https://openalex.org/W3038296958","https://openalex.org/W2372056697","https://openalex.org/W4220802871","https://openalex.org/W4387664165"],"abstract_inverted_index":{"The":[0],"emerging":[1],"5G":[2],"induces":[3],"a":[4,10,108,111,151],"great":[5],"diversity":[6],"of":[7,12,15,28,30,38,69,88,130,179,187,193,211],"use":[8,186],"cases,":[9],"multiplication":[11],"the":[13,60,66,70,78,89,97,116,121,128,132,157,166,170,177,180,185,191,194,199,209,222],"number":[14,210],"connections,":[16],"an":[17,85,216],"increase":[18],"in":[19,26,81],"throughput":[20],"as":[21,23,33,105],"well":[22],"stronger":[24],"constraints":[25],"terms":[27],"quality":[29],"service":[31],"such":[32],"low":[34],"latency":[35],"and":[36,49,115,150,162,190],"isolation":[37],"requests.":[39],"To":[40],"support":[41],"these":[42,103],"new":[43],"constraints,":[44],"Network":[45,52],"Function":[46],"Virtualization":[47],"(NFV)":[48],"Software":[50],"Defined":[51],"(SDN)":[53],"technologies":[54],"have":[55],"been":[56],"coupled":[57],"to":[58,65,75,83,95,100,135,155,172,175,202,207,215],"introduce":[59],"network":[61,79,113,181,188],"slicing":[62],"paradigm.":[63],"Due":[64],"high":[67],"dynamicity":[68],"demands,":[71],"it":[72],"is":[73,94,107],"crucial":[74],"regularly":[76],"reconfigure":[77,136,173],"slices":[80],"order":[82],"maintain":[84],"efficient":[86],"provisioning":[87],"network.":[90,195],"A":[91],"major":[92],"concern":[93],"find":[96],"best":[98,133,167,200],"frequency":[99],"carry":[101],"out":[102],"reconfigurations,":[104],"there":[106],"trade-off":[109],"between":[110],"reduced":[112],"congestion":[114,192],"additional":[117],"costs":[118],"induced":[119],"by":[120,137,197],"reconfiguration.":[122],"In":[123],"this":[124,141],"paper,":[125],"we":[126,159],"tackle":[127],"problem":[129],"deciding":[131],"moment":[134,201],"taking":[138],"into":[139],"account":[140],"trade-off.":[142],"By":[143],"coupling":[144],"Deep":[145],"Reinforcement":[146],"Learning":[147],"for":[148],"decision":[149],"Column":[152],"Generation":[153],"algorithm":[154,217],"compute":[156],"reconfiguration,":[158],"propose":[160],"Deep-REC":[161],"show":[163],"that":[164],"choosing":[165],"time":[168],"during":[169,221],"day":[171],"allows":[174,206],"maximize":[176],"profit":[178],"operator":[182],"while":[183],"minimizing":[184],"resources":[189],"Moreover,":[196],"selecting":[198],"reconfigure,":[203],"our":[204],"approach":[205],"decrease":[208],"needed":[212],"reconfigurations":[213,220],"compared":[214],"doing":[218],"periodic":[219],"day.":[223]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
