{"id":"https://openalex.org/W3171100633","doi":"https://doi.org/10.1109/access.2021.3088450","title":"Dynamic Resource Allocation Scheme and Deep Deterministic Policy Gradient-Based Mobile Edge Computing Slices System","display_name":"Dynamic Resource Allocation Scheme and Deep Deterministic Policy Gradient-Based Mobile Edge Computing Slices System","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3171100633","doi":"https://doi.org/10.1109/access.2021.3088450","mag":"3171100633"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3088450","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3088450","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09452161.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09452161.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100742288","display_name":"Ren Yin","orcid":"https://orcid.org/0000-0003-3069-8588"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yin Ren","raw_affiliation_strings":["Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-3069-8588","affiliations":[{"raw_affiliation_string":"Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100839752","display_name":"Aihuang Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aihuang Guo","raw_affiliation_strings":["Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052925554","display_name":"Chunlin Song","orcid":"https://orcid.org/0000-0002-4871-8252"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunlin Song","raw_affiliation_strings":["Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032023196","display_name":"Yidan Xing","orcid":"https://orcid.org/0000-0001-9438-9704"},"institutions":[{"id":"https://openalex.org/I4402554055","display_name":"Tongji Zhejiang College","ror":"https://ror.org/02bdb7w16","country_code":null,"type":"education","lineage":["https://openalex.org/I4402554055"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yidan Xing","raw_affiliation_strings":["Tongji Zhejiang College, Jiaxing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tongji Zhejiang College, Jiaxing, China","institution_ids":["https://openalex.org/I4402554055"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.3422,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.92331441,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"9","issue":null,"first_page":"86062","last_page":"86073"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998999834060669,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998999834060669,"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/T13553","display_name":"Age of Information Optimization","score":0.9972000122070312,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9909999966621399,"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":0.855280876159668},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.7501441836357117},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6098423004150391},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5988080501556396},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5656174421310425},{"id":"https://openalex.org/keywords/markov-decision-process","display_name":"Markov decision process","score":0.5395160913467407},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.4646799862384796},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.44383227825164795},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.4276399314403534},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.41251304745674133},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.40448862314224243},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.2519306540489197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.855280876159668},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.7501441836357117},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6098423004150391},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5988080501556396},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5656174421310425},{"id":"https://openalex.org/C106189395","wikidata":"https://www.wikidata.org/wiki/Q176789","display_name":"Markov decision process","level":3,"score":0.5395160913467407},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.4646799862384796},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.44383227825164795},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.4276399314403534},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.41251304745674133},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.40448862314224243},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.2519306540489197},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2021.3088450","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3088450","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09452161.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d44626e623c04accb06a0c16945eb530","is_oa":true,"landing_page_url":"https://doaj.org/article/d44626e623c04accb06a0c16945eb530","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 86062-86073 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3088450","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3088450","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09452161.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3171100633.pdf","grobid_xml":"https://content.openalex.org/works/W3171100633.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W2145339207","https://openalex.org/W2612759037","https://openalex.org/W2613010233","https://openalex.org/W2615926310","https://openalex.org/W2774780917","https://openalex.org/W2790901593","https://openalex.org/W2791432311","https://openalex.org/W2801812796","https://openalex.org/W2805743122","https://openalex.org/W2888872201","https://openalex.org/W2896079731","https://openalex.org/W2896883851","https://openalex.org/W2900804979","https://openalex.org/W2912263474","https://openalex.org/W2939348587","https://openalex.org/W2941610535","https://openalex.org/W2948712218","https://openalex.org/W2952685986","https://openalex.org/W2956914641","https://openalex.org/W2960692249","https://openalex.org/W2964037679","https://openalex.org/W2973330276","https://openalex.org/W2991537675","https://openalex.org/W2993508366","https://openalex.org/W3006375908","https://openalex.org/W3010723141","https://openalex.org/W3016115949","https://openalex.org/W3018330169","https://openalex.org/W3022812291","https://openalex.org/W3023131491","https://openalex.org/W3042593295","https://openalex.org/W3043131282","https://openalex.org/W3085402895"],"related_works":["https://openalex.org/W4213214852","https://openalex.org/W1589140671","https://openalex.org/W2512014291","https://openalex.org/W2904076065","https://openalex.org/W2465145931","https://openalex.org/W2120406836","https://openalex.org/W2140517720","https://openalex.org/W4318952366","https://openalex.org/W2796352555","https://openalex.org/W3214829569"],"abstract_inverted_index":{"The":[0,186],"development":[1],"of":[2,8,33,76,123,173,176,182,192],"multi-industry":[3],"compatibility":[4],"and":[5,11,42,57,79,103,115,128,142,146,163,197],"the":[6,68,74,80,113,121,124,131,153,160,171,180,183,190,193,201,208],"coexistence":[7],"multiple":[9,12],"services":[10],"functional":[13],"communication":[14,22],"networks":[15,65],"will":[16,26],"cause":[17],"rapid":[18],"growth":[19],"in":[20],"mobile":[21,58],"system":[23],"traffic.":[24],"Users":[25],"have":[27],"increasingly":[28],"strict":[29],"requirements":[30,172],"for":[31,95],"quality":[32],"service":[34,69,129],"(QoS),":[35],"e.g.,":[36],"a":[37,137,143,213],"high":[38],"rate,":[39,116],"low":[40,43],"latency,":[41],"energy":[44],"consumption.":[45],"To":[46],"address":[47],"these":[48],"problems,":[49],"it":[50],"is":[51,85,117,134],"helpful":[52],"to":[53,62,73,112,136,170,178],"combine":[54],"network":[55,184],"slicing":[56],"edge":[59],"computing":[60,164],"(MEC)":[61],"provide":[63,212],"customized":[64],"while":[66],"reducing":[67],"processing":[70],"time.":[71],"Due":[72],"uncertainty":[75],"user":[77],"requests":[78],"environment,":[81],"reasonable":[82],"resource":[83,92,101],"allocation":[84,93,102,202],"always":[86],"particularly":[87],"challenging.":[88],"A":[89],"novel":[90],"dynamic":[91],"scheme":[94,210],"MEC":[96],"slice":[97,125,194],"systems,":[98],"which":[99],"formulates":[100],"computation":[104],"offloading":[105],"issues":[106],"as":[107],"an":[108],"optimization":[109],"problem":[110,133],"subject":[111],"latency":[114],"proposed.":[118,150],"Based":[119],"on":[120,200],"dynamics":[122],"requirements,":[126],"quantity,":[127],"time,":[130],"proposed":[132,209],"converted":[135],"Markov":[138],"decision":[139],"process":[140],"(MDP),":[141],"state,":[144],"action,":[145],"reward":[147],"function":[148],"are":[149,166,219],"By":[151],"exploiting":[152],"deep":[154],"deterministic":[155],"policy":[156],"gradient":[157],"(DDPG)":[158],"algorithm,":[159],"wireless":[161],"resources":[162,165,199,218],"configured":[167],"dynamically":[168],"according":[169],"different":[174],"types":[175],"slices":[177],"maximize":[179],"revenue":[181],"operator.":[185],"simulation":[187],"results":[188],"demonstrate":[189],"influence":[191],"arrival":[195],"rate":[196],"total":[198],"policy.":[203],"Compared":[204],"with":[205],"other":[206],"schemes,":[207],"can":[211],"more":[214],"effective":[215],"performance":[216],"when":[217],"scarce.":[220]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
