{"id":"https://openalex.org/W3031157253","doi":"https://doi.org/10.1145/3388831.3388852","title":"Scalable Markov Decision Process Model for Advanced Sleep Modes Management in 5G Networks","display_name":"Scalable Markov Decision Process Model for Advanced Sleep Modes Management in 5G Networks","publication_year":2020,"publication_date":"2020-05-18","ids":{"openalex":"https://openalex.org/W3031157253","doi":"https://doi.org/10.1145/3388831.3388852","mag":"3031157253"},"language":"en","primary_location":{"id":"doi:10.1145/3388831.3388852","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3388831.3388852","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th EAI International Conference on Performance Evaluation Methodologies and Tools","raw_type":"proceedings-article"},"type":"conference-paper","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/A5039432173","display_name":"Fatma Ezzahra Salem","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/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fatma Ezzahra Salem","raw_affiliation_strings":["Orange Labs, Ch\u00e2tillon, France, Institut Polytechnique de Paris; Telecom Sud Paris; UMR CNRS, SAMOVAR, Palaiseau, France","Orange Labs [Chatillon]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Ch\u00e2tillon, France, Institut Polytechnique de Paris; Telecom Sud Paris; UMR CNRS, SAMOVAR, Palaiseau, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I19370010"]},{"raw_affiliation_string":"Orange Labs [Chatillon]","institution_ids":["https://openalex.org/I19370010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063380556","display_name":"Tijani Chahed","orcid":"https://orcid.org/0000-0003-1266-5950"},"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/I4210145102","display_name":"Institut Polytechnique de Paris","ror":"https://ror.org/042tfbd02","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210145102"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Tijani Chahed","raw_affiliation_strings":["Institut Polytechnique de Paris; Telecom SudParis; UMR CNRS, SAMOVAR, Palaiseau, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut Polytechnique de Paris; Telecom SudParis; UMR CNRS, SAMOVAR, Palaiseau, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210145102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090818425","display_name":"Eitan Altman","orcid":"https://orcid.org/0000-0002-2177-9979"},"institutions":[{"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"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Eitan Altman","raw_affiliation_strings":["INRIA, Sophia-Antipolis, France","Network Engineering and Operations"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INRIA, Sophia-Antipolis, France","institution_ids":["https://openalex.org/I1326498283"]},{"raw_affiliation_string":"Network Engineering and Operations","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109419136","display_name":"Azeddine Gati","orcid":null},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Azeddine Gati","raw_affiliation_strings":["Orange Labs, Ch\u00e2tillon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Ch\u00e2tillon, France","institution_ids":["https://openalex.org/I19370010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081840265","display_name":"Zwi Altman","orcid":"https://orcid.org/0000-0002-0614-537X"},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Zwi Altman","raw_affiliation_strings":["Orange Labs, Ch\u00e2tillon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Ch\u00e2tillon, France","institution_ids":["https://openalex.org/I19370010"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"136","last_page":"141"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9998999834060669,"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/T11409","display_name":"Advanced Wireless Network Optimization","score":0.9995999932289124,"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/T11158","display_name":"Wireless Networks and Protocols","score":0.9994999766349792,"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":0.7765238285064697},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.7554483413696289},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.6681346297264099},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6649978756904602},{"id":"https://openalex.org/keywords/sleep-mode","display_name":"Sleep mode","score":0.6427217721939087},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5990744829177856},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.5982874035835266},{"id":"https://openalex.org/keywords/energy-management","display_name":"Energy management","score":0.43594327569007874},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4248966574668884},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4182877540588379},{"id":"https://openalex.org/keywords/sleep","display_name":"Sleep (system call)","score":0.4165298640727997},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4159092903137207},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.41462987661361694},{"id":"https://openalex.org/keywords/partially-observable-markov-decision-process","display_name":"Partially observable Markov decision process","score":0.4113216996192932},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.4073663353919983},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3560847043991089},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.3326408267021179},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.3263735771179199},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11940130591392517},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.07921949028968811}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7765238285064697},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.7554483413696289},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.6681346297264099},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6649978756904602},{"id":"https://openalex.org/C57149124","wikidata":"https://www.wikidata.org/wiki/Q587346","display_name":"Sleep mode","level":4,"score":0.6427217721939087},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5990744829177856},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.5982874035835266},{"id":"https://openalex.org/C7817414","wikidata":"https://www.wikidata.org/wiki/Q1779504","display_name":"Energy management","level":3,"score":0.43594327569007874},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4248966574668884},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4182877540588379},{"id":"https://openalex.org/C2775841894","wikidata":"https://www.wikidata.org/wiki/Q4683692","display_name":"Sleep (system call)","level":2,"score":0.4165298640727997},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4159092903137207},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.41462987661361694},{"id":"https://openalex.org/C17098449","wikidata":"https://www.wikidata.org/wiki/Q176814","display_name":"Partially observable Markov decision process","level":4,"score":0.4113216996192932},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.4073663353919983},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3560847043991089},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.3326408267021179},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.3263735771179199},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11940130591392517},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.07921949028968811},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3388831.3388852","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3388831.3388852","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th EAI International Conference on Performance Evaluation Methodologies and Tools","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03107237v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03107237","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"VALUETOOLS 2020 - 13th EAI International Conference on Performance Evaluation Methodologies and Tools, May 2020, Tsukuba, Japan. pp.136-141, &#x27E8;10.1145/3388831.3388852&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.9200000166893005,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1557654162","https://openalex.org/W1991898587","https://openalex.org/W2014084212","https://openalex.org/W2100252722","https://openalex.org/W2138163741","https://openalex.org/W2138543759","https://openalex.org/W2146625955","https://openalex.org/W2171722040","https://openalex.org/W2327455150","https://openalex.org/W2520146519","https://openalex.org/W2896918527","https://openalex.org/W2995055182","https://openalex.org/W3098476189","https://openalex.org/W6677916085","https://openalex.org/W6684218283","https://openalex.org/W7001894244"],"related_works":["https://openalex.org/W2096013579","https://openalex.org/W52153049","https://openalex.org/W1760611253","https://openalex.org/W1515117609","https://openalex.org/W1589140671","https://openalex.org/W4323315247","https://openalex.org/W2294884454","https://openalex.org/W3169161914","https://openalex.org/W4321379664","https://openalex.org/W2211790881"],"abstract_inverted_index":{"Advanced":[0],"Sleep":[1],"Modes":[2],"(ASM)":[3],"correspond":[4],"to":[5,15,23,49,54,80,86,93,98,122,128,150],"a":[6,34,65,108,141],"gradual":[7],"deactivation":[8],"of":[9,21,31,69],"the":[10,16,52,82,88,94,99,136,144,153,156],"base":[11],"station's":[12],"components":[13,53],"according":[14,92],"time":[17],"needed":[18],"by":[19],"each":[20],"them":[22],"shut":[24],"down":[25],"then":[26],"reactivate":[27],"again.":[28],"Each":[29],"level":[30,91],"sleep":[32,90],"has":[33,48],"different":[35],"power":[36],"consumption":[37,105],"and":[38,57,97,103,120],"imposes":[39],"an":[40],"extra":[41],"delay":[42,102,157],"on":[43,73,135,155],"arriving":[44],"traffic":[45,95],"as":[46],"it":[47],"wait":[50],"for":[51],"wake":[55],"up":[56,149],"serve":[58],"it.":[59],"We":[60],"present":[61],"in":[62,78],"this":[63,70,115],"work":[64],"scalable":[66],"management":[67],"strategy":[68],"feature":[71],"based":[72],"Markov":[74],"Decision":[75],"Processes":[76],"(MDP)":[77],"order":[79],"derive":[81],"optimal":[83],"policy":[84],"allowing":[85],"choose":[87],"best":[89],"load":[96],"tradeoff":[100],"between":[101],"energy":[104,125,145],"while":[106,152],"ensuring":[107],"low":[109],"complexity.":[110],"Our":[111],"results":[112],"show":[113],"that":[114],"solution":[116],"is":[117,132,158],"very":[118],"promising":[119],"allows":[121],"achieve":[123],"high":[124,142],"saving":[126],"(up":[127],"91%)":[129],"if":[130],"there":[131],"no":[133],"constraint":[134],"delay,":[137],"but":[138],"even":[139],"with":[140],"constraint,":[143],"reduction":[146],"can":[147],"reach":[148],"52%":[151],"impact":[154],"negligible.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
