{"id":"https://openalex.org/W4289654981","doi":"https://doi.org/10.1109/netsoft54395.2022.9844041","title":"MUESLI: Multi-objective Radio Resource Slice Management via Reinforcement Learning","display_name":"MUESLI: Multi-objective Radio Resource Slice Management via Reinforcement Learning","publication_year":2022,"publication_date":"2022-06-27","ids":{"openalex":"https://openalex.org/W4289654981","doi":"https://doi.org/10.1109/netsoft54395.2022.9844041"},"language":"en","primary_location":{"id":"doi:10.1109/netsoft54395.2022.9844041","is_oa":false,"landing_page_url":"https://doi.org/10.1109/netsoft54395.2022.9844041","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 8th International Conference on Network Softwarization (NetSoft)","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/A5089220443","display_name":"Ajay Kattepur","orcid":"https://orcid.org/0000-0002-6540-1097"},"institutions":[{"id":"https://openalex.org/I4210121405","display_name":"Centre for Artificial Intelligence and Robotics","ror":"https://ror.org/01xnbq218","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1340206300","https://openalex.org/I4210121405","https://openalex.org/I4210150591"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ajay Kattepur","raw_affiliation_strings":["Ericsson Research Artificial Intelligence,Bangalore,India","Ericsson Research Artificial Intelligence, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"Ericsson Research Artificial Intelligence,Bangalore,India","institution_ids":["https://openalex.org/I4210121405"]},{"raw_affiliation_string":"Ericsson Research Artificial Intelligence, Bangalore, India","institution_ids":["https://openalex.org/I4210121405"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005274424","display_name":"Sushanth David","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139236","display_name":"Ericsson (United States)","ror":"https://ror.org/03q3bdj78","country_code":"US","type":"company","lineage":["https://openalex.org/I1306339040","https://openalex.org/I4210139236"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sushanth David","raw_affiliation_strings":["Ericsson Managed Services,Texas,USA","Ericsson Managed Services, Texas, USA"],"affiliations":[{"raw_affiliation_string":"Ericsson Managed Services,Texas,USA","institution_ids":["https://openalex.org/I4210139236"]},{"raw_affiliation_string":"Ericsson Managed Services, Texas, USA","institution_ids":["https://openalex.org/I4210139236"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085837241","display_name":"Swarup Kumar Mohalik","orcid":"https://orcid.org/0000-0002-6167-9892"},"institutions":[{"id":"https://openalex.org/I4210121405","display_name":"Centre for Artificial Intelligence and Robotics","ror":"https://ror.org/01xnbq218","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1340206300","https://openalex.org/I4210121405","https://openalex.org/I4210150591"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Swarup Mohalik","raw_affiliation_strings":["Ericsson Research Artificial Intelligence,Bangalore,India","Ericsson Research Artificial Intelligence, Bangalore, India"],"affiliations":[{"raw_affiliation_string":"Ericsson Research Artificial Intelligence,Bangalore,India","institution_ids":["https://openalex.org/I4210121405"]},{"raw_affiliation_string":"Ericsson Research Artificial Intelligence, Bangalore, India","institution_ids":["https://openalex.org/I4210121405"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089220443"],"corresponding_institution_ids":["https://openalex.org/I4210121405"],"apc_list":null,"apc_paid":null,"fwci":0.5522,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.66846249,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"133","last_page":"138"},"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/T10847","display_name":"Advanced Optical Network Technologies","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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9970999956130981,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8476171493530273},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7751615047454834},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5664300918579102},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5482386946678162},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4993858337402344},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4678576588630676},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.46655458211898804},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4422897398471832},{"id":"https://openalex.org/keywords/isolation","display_name":"Isolation (microbiology)","score":0.4345020651817322},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.43319475650787354},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1865420937538147},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18181341886520386},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16246941685676575},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.15545272827148438}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8476171493530273},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7751615047454834},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5664300918579102},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5482386946678162},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4993858337402344},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4678576588630676},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.46655458211898804},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4422897398471832},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.4345020651817322},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.43319475650787354},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1865420937538147},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18181341886520386},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16246941685676575},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.15545272827148438},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/netsoft54395.2022.9844041","is_oa":false,"landing_page_url":"https://doi.org/10.1109/netsoft54395.2022.9844041","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 8th International Conference on Network Softwarization (NetSoft)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2001172853","https://openalex.org/W2099430963","https://openalex.org/W2168359464","https://openalex.org/W2605961225","https://openalex.org/W2624944960","https://openalex.org/W2763542410","https://openalex.org/W2813042785","https://openalex.org/W2909145994","https://openalex.org/W2950926719","https://openalex.org/W3009858244","https://openalex.org/W3012097754","https://openalex.org/W3016185400","https://openalex.org/W3046558251","https://openalex.org/W3091704528","https://openalex.org/W3093155963","https://openalex.org/W3209687765","https://openalex.org/W6774641055"],"related_works":["https://openalex.org/W10247396","https://openalex.org/W10249770","https://openalex.org/W10360419","https://openalex.org/W13793041","https://openalex.org/W10981619","https://openalex.org/W13405455","https://openalex.org/W9247512","https://openalex.org/W11899514","https://openalex.org/W4650715","https://openalex.org/W2484011"],"abstract_inverted_index":{"5G":[0],"Radio":[1,93],"Access":[2],"Network":[3],"(RAN)":[4],"slicing":[5],"concerns":[6],"strategies":[7],"to":[8,38,50,104,120,156],"share":[9],"radio":[10],"resources":[11],"while":[12],"guaranteeing":[13],"differentiated":[14,40],"service":[15],"requirements.":[16],"Current":[17],"state":[18],"of":[19,25,52,86,99],"the":[20,116,148],"art":[21],"approaches":[22],"make":[23],"use":[24,98,144],"strict":[26],"isolation":[27,51,82],"or":[28,62],"dedicated":[29],"RAN":[30],"physical":[31],"resource":[32],"block":[33],"(PRB)":[34],"partitioning":[35,76],"among":[36,138],"slices":[37],"ensure":[39],"services.":[41],"However,":[42],"spectrum":[43,133],"multiplexing":[44],"may":[45],"be":[46,157],"rendered":[47],"suboptimal":[48],"due":[49],"resources;":[53],"it":[54],"further":[55],"cannot":[56],"handle":[57],"variations":[58],"in":[59,64],"traffic":[60],"patterns":[61],"intents":[63],"a":[65,73,142],"dynamic":[66],"way.":[67],"In":[68],"this":[69],"paper,":[70],"we":[71],"propose":[72],"flexible":[74],"multi-service":[75],"strategy":[77],"that":[78,115],"can":[79],"balance":[80],"functional":[81],"and":[83,136],"optimal":[84],"sharing":[85],"resources.":[87],"This":[88],"system,":[89],"called":[90],"Muesli:":[91],"Multi-objective":[92],"Resource":[94],"Slice":[95],"Management,":[96],"makes":[97],"model-based":[100],"reinforcement":[101,110],"learning":[102,111],"techniques":[103],"dynamically":[105],"modify":[106],"PRB":[107,161],"partitions.":[108],"The":[109],"reward":[112],"structure":[113],"ensures":[114],"system":[117],"is":[118],"trained":[119],"meet":[121],"multiple":[122],"objectives":[123],"such":[124],"as":[125],"network":[126],"slice":[127],"Service":[128],"Level":[129],"Agreement":[130],"(SLA)":[131],"compliance,":[132],"usage":[134],"efficiency":[135],"fairness":[137],"customer":[139],"classes.":[140],"On":[141],"real":[143],"case":[145],"from":[146],"Ericsson,":[147],"throughput":[149],"levels":[150],"for":[151],"individual":[152],"services":[153],"are":[154],"shown":[155],"optimized":[158],"with":[159],"accurate":[160],"partitioning.":[162]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}