{"id":"https://openalex.org/W4293518764","doi":"https://doi.org/10.1109/icait56197.2022.9862788","title":"Intelligent Dynamic Resource Allocation for Network Slicing Based on Actor-Critic Algorithm","display_name":"Intelligent Dynamic Resource Allocation for Network Slicing Based on Actor-Critic Algorithm","publication_year":2022,"publication_date":"2022-07-08","ids":{"openalex":"https://openalex.org/W4293518764","doi":"https://doi.org/10.1109/icait56197.2022.9862788"},"language":"en","primary_location":{"id":"doi:10.1109/icait56197.2022.9862788","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icait56197.2022.9862788","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 14th International Conference on Advanced Infocomm Technology (ICAIT)","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/A5005812366","display_name":"Bei Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]},{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Bei Yang","raw_affiliation_strings":["China Telecom Research Institute,Beijing,China,102209"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Beijing,China,102209","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101895914","display_name":"Qiyao Li","orcid":"https://orcid.org/0000-0002-9023-6185"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiyao Li","raw_affiliation_strings":["University of Electronic Science and Technology of China,Chengdu,China,611731"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,Chengdu,China,611731","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008292986","display_name":"Xiaoming She","orcid":"https://orcid.org/0009-0005-9411-220X"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoming She","raw_affiliation_strings":["China Telecom Research Institute,Beijing,China,102209"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Beijing,China,102209","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042225782","display_name":"Jianchi Zhu","orcid":"https://orcid.org/0009-0002-3497-5976"},"institutions":[{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]},{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianchi Zhu","raw_affiliation_strings":["China Telecom Research Institute,Beijing,China,102209"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Beijing,China,102209","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048769090","display_name":"Fengsheng Wei","orcid":"https://orcid.org/0000-0002-1276-0221"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengsheng Wei","raw_affiliation_strings":["University of Electronic Science and Technology of China,Chengdu,China,611731"],"affiliations":[{"raw_affiliation_string":"University of Electronic Science and Technology of China,Chengdu,China,611731","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100338429","display_name":"Peng Chen","orcid":"https://orcid.org/0000-0001-5221-3655"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Chen","raw_affiliation_strings":["China Telecom Research Institute,Beijing,China,102209"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Beijing,China,102209","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074129721","display_name":"Jianxiu Wang","orcid":"https://orcid.org/0000-0001-5438-8184"},"institutions":[{"id":"https://openalex.org/I4210136246","display_name":"China Telecom (China)","ror":"https://ror.org/03jgnzt20","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210136246"]},{"id":"https://openalex.org/I4387153335","display_name":"China Telecom","ror":"https://ror.org/05p67dv18","country_code":null,"type":"company","lineage":["https://openalex.org/I4387153335"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxiu Wang","raw_affiliation_strings":["China Telecom Research Institute,Beijing,China,102209"],"affiliations":[{"raw_affiliation_string":"China Telecom Research Institute,Beijing,China,102209","institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5005812366"],"corresponding_institution_ids":["https://openalex.org/I4210136246","https://openalex.org/I4387153335"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10419439,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"68","issue":null,"first_page":"334","last_page":"340"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9973000288009644,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9908000230789185,"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":0.8491561412811279},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6924344301223755},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6615900993347168},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6480786204338074},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.6051846742630005},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.5738465785980225},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5524008274078369},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.5518518090248108},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5372206568717957},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.48923206329345703},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4716488718986511},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.44105154275894165},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4356405436992645},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.3822616934776306},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32871124148368835},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20678779482841492},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.10282689332962036}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8491561412811279},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6924344301223755},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6615900993347168},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6480786204338074},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.6051846742630005},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.5738465785980225},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5524008274078369},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.5518518090248108},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5372206568717957},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.48923206329345703},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4716488718986511},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.44105154275894165},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4356405436992645},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.3822616934776306},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32871124148368835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20678779482841492},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.10282689332962036},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","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/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icait56197.2022.9862788","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icait56197.2022.9862788","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 14th International Conference on Advanced Infocomm Technology (ICAIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.41999998688697815,"display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2114298221","https://openalex.org/W2485276051","https://openalex.org/W2624115828","https://openalex.org/W2850487981","https://openalex.org/W2911562155","https://openalex.org/W2989178978","https://openalex.org/W3001462167","https://openalex.org/W3134502172"],"related_works":["https://openalex.org/W2393746923","https://openalex.org/W2972496411","https://openalex.org/W4239223006","https://openalex.org/W3033662781","https://openalex.org/W2137530048","https://openalex.org/W2360869927","https://openalex.org/W2050876785","https://openalex.org/W2534224494","https://openalex.org/W2102496746","https://openalex.org/W2360147445"],"abstract_inverted_index":{"Network":[0],"slicing":[1],"has":[2],"been":[3],"widely":[4],"acknowledged":[5],"as":[6,104],"a":[7,72,85,105,115],"promising":[8],"architectural":[9],"technology":[10],"to":[11,44,58,66,120,130],"meet":[12],"the":[13,46,61,79,88,92,99,122,132,139],"different":[14,67],"service":[15,94],"requirements":[16],"of":[17,42,48,51,63,90,134],"diversified":[18],"applications":[19],"for":[20],"future":[21],"mobile":[22],"networks.":[23],"Since":[24],"there":[25],"are":[26],"significant":[27],"dynamics":[28],"in":[29,71,84],"traffic":[30],"and":[31,110,138],"resource":[32,34,81],"availability,":[33],"isolation":[35],"must":[36],"be":[37],"realized":[38],"through":[39],"agile":[40],"re-provisioning":[41],"slices,":[43],"guarantee":[45],"Quality":[47],"Service":[49],"(QoS)":[50],"individual":[52],"network":[53],"slices.":[54],"We":[55,96,127],"thus":[56],"need":[57],"dynamically":[59],"adjust":[60],"amount":[62],"resources":[64,101,125],"allocated":[65],"data":[68],"flows":[69],"carried":[70],"slice.":[73],"In":[74],"this":[75],"paper,":[76],"we":[77],"investigate":[78],"dynamic":[80,100],"allocation":[82,102],"mechanism":[83],"slice":[86],"with":[87],"aim":[89],"improving":[91],"user's":[93],"quality.":[95],"first":[97],"model":[98],"problem":[103],"Markov":[106],"Decision":[107],"Process":[108],"(MDP),":[109],"employ":[111],"Actor-Critic":[112],"(AC)":[113],"algorithm,":[114,119],"specific":[116],"reinforcement":[117],"learning":[118],"pursue":[121],"long-term":[123],"optimal":[124],"allocation.":[126],"conduct":[128],"simulations":[129],"evaluate":[131],"performance":[133],"our":[135],"proposed":[136],"algorithm":[137],"numerical":[140],"results":[141],"demonstrate":[142],"its":[143],"effectiveness.":[144]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
