{"id":"https://openalex.org/W4206294293","doi":"https://doi.org/10.1186/s13677-021-00276-0","title":"Deep Reinforcement Learning-Based Workload Scheduling for Edge Computing","display_name":"Deep Reinforcement Learning-Based Workload Scheduling for Edge Computing","publication_year":2022,"publication_date":"2022-01-08","ids":{"openalex":"https://openalex.org/W4206294293","doi":"https://doi.org/10.1186/s13677-021-00276-0"},"language":"en","primary_location":{"id":"doi:10.1186/s13677-021-00276-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-021-00276-0","pdf_url":"https://journalofcloudcomputing.springeropen.com/track/pdf/10.1186/s13677-021-00276-0","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofcloudcomputing.springeropen.com/track/pdf/10.1186/s13677-021-00276-0","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007982810","display_name":"Tao Zheng","orcid":"https://orcid.org/0000-0001-5363-8137"},"institutions":[{"id":"https://openalex.org/I4210127700","display_name":"Zhejiang Shuren University","ror":"https://ror.org/0331z5r71","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210127700"]},{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tao Zheng","raw_affiliation_strings":["College of Information Science and Technology, Zhejiang Shuren University, Hangzhou, 310015, China","School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Zhejiang Shuren University, Hangzhou, 310015, China","institution_ids":["https://openalex.org/I4210127700"]},{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101964066","display_name":"Jian Wan","orcid":"https://orcid.org/0000-0003-0775-4254"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian Wan","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100624320","display_name":"Jilin Zhang","orcid":"https://orcid.org/0000-0002-0423-9356"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jilin Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036326577","display_name":"Congfeng Jiang","orcid":"https://orcid.org/0000-0003-3592-0328"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Congfeng Jiang","raw_affiliation_strings":["School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Hangzhou Dianzi University, Hangzhou, 310018, China","institution_ids":["https://openalex.org/I50760025"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007982810"],"corresponding_institution_ids":["https://openalex.org/I4210127700","https://openalex.org/I50760025"],"apc_list":{"value":990,"currency":"GBP","value_usd":1214},"apc_paid":{"value":990,"currency":"GBP","value_usd":1214},"fwci":13.6982,"has_fulltext":true,"cited_by_count":104,"citation_normalized_percentile":{"value":0.99232009,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.9882000088691711,"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":0.844805121421814},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.8059533834457397},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.7160280346870422},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7046488523483276},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.6851686239242554},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6372184157371521},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5722807049751282},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.553225040435791},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5512441992759705},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.48942819237709045},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.4278292655944824},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.42071813344955444},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.31749820709228516},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.31268310546875},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2037384808063507},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09915220737457275},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.091834157705307},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.07411709427833557}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.844805121421814},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.8059533834457397},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.7160280346870422},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7046488523483276},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.6851686239242554},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6372184157371521},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5722807049751282},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.553225040435791},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5512441992759705},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.48942819237709045},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.4278292655944824},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.42071813344955444},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.31749820709228516},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.31268310546875},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2037384808063507},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09915220737457275},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.091834157705307},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.07411709427833557},{"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:10.1186/s13677-021-00276-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-021-00276-0","pdf_url":"https://journalofcloudcomputing.springeropen.com/track/pdf/10.1186/s13677-021-00276-0","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b751a94282584d4282c84f3c7c67a33f","is_oa":true,"landing_page_url":"https://doaj.org/article/b751a94282584d4282c84f3c7c67a33f","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Cloud Computing: Advances, Systems and Applications, Vol 11, Iss 1, Pp 1-13 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13677-021-00276-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13677-021-00276-0","pdf_url":"https://journalofcloudcomputing.springeropen.com/track/pdf/10.1186/s13677-021-00276-0","source":{"id":"https://openalex.org/S2486819371","display_name":"Journal of Cloud Computing Advances Systems and Applications","issn_l":"2192-113X","issn":["2192-113X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Cloud Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.49000000953674316,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1231421488","display_name":null,"funder_award_id":"under","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1939923794","display_name":null,"funder_award_id":"2019C01059","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3541693721","display_name":null,"funder_award_id":"62072146","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4030512189","display_name":null,"funder_award_id":"210210","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4611520700","display_name":null,"funder_award_id":"2019YFB2102100","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4206294293.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2020322477","https://openalex.org/W2045287414","https://openalex.org/W2160886020","https://openalex.org/W2422251546","https://openalex.org/W2568772110","https://openalex.org/W2591960928","https://openalex.org/W2625365023","https://openalex.org/W2746553466","https://openalex.org/W2770318321","https://openalex.org/W2779491909","https://openalex.org/W2911398251","https://openalex.org/W2917483248","https://openalex.org/W2966525955","https://openalex.org/W2968450700","https://openalex.org/W2979897999","https://openalex.org/W3047040155","https://openalex.org/W3097916183","https://openalex.org/W3103588532","https://openalex.org/W6814003322"],"related_works":["https://openalex.org/W4361251304","https://openalex.org/W3024547383","https://openalex.org/W4210813012","https://openalex.org/W3174690704","https://openalex.org/W4322761281","https://openalex.org/W2968424451","https://openalex.org/W4238233472","https://openalex.org/W4221092438","https://openalex.org/W3111395152","https://openalex.org/W4313526662"],"abstract_inverted_index":{"Abstract":[0],"Edge":[1],"computing":[2,10,61],"is":[3],"a":[4,40,83],"new":[5],"paradigm":[6],"for":[7],"providing":[8],"cloud":[9],"capacities":[11],"at":[12],"the":[13,35,91,95,98,102,113,130,158],"edge":[14,36,60,163],"of":[15,37,46,50,93,118,135],"network":[16,38],"near":[17],"mobile":[18,27],"users.":[19],"It":[20],"offers":[21],"an":[22,154],"effective":[23],"solution":[24,156],"to":[25,70,111,157],"help":[26],"devices":[28],"with":[29,43,90,146],"computation-intensive":[30],"and":[31,54,73,101,115,141],"delay-sensitive":[32],"tasks.":[33],"However,":[34],"presents":[39],"dynamic":[41],"environment":[42],"large":[44],"number":[45],"devices,":[47],"high":[48,116],"mobility":[49],"users,":[51],"heterogeneous":[52],"applications":[53],"intermittent":[55],"traffic.":[56],"In":[57],"such":[58],"environment,":[59],"often":[62],"suffers":[63],"from":[64],"unbalance":[65],"resource":[66],"allocation,":[67],"which":[68],"leads":[69],"task":[71,104],"failure":[72],"affects":[74],"system":[75],"performance.":[76],"To":[77],"tackle":[78],"this":[79],"problem,":[80],"we":[81],"proposed":[82,127],"deep":[84],"reinforcement":[85],"learning(DRL)-based":[86],"workload":[87,119,159],"scheduling":[88,120,160],"approach":[89,128,151],"goal":[92],"balancing":[94],"workload,":[96],"reducing":[97],"service":[99,136],"time":[100],"failed":[103,142],"rate.":[105],"Meanwhile,":[106],"We":[107],"adopt":[108],"Deep-Q-Network(DQN)":[109],"algorithms":[110],"solve":[112],"complexity":[114],"dimension":[117],"problem.":[121],"Simulation":[122],"results":[123],"show":[124],"that":[125],"our":[126],"achieves":[129],"best":[131],"performance":[132],"in":[133,162],"aspects":[134],"time,":[137],"virtual":[138],"machine(VM)":[139],"utilization,":[140],"tasks":[143],"rate":[144],"compared":[145],"other":[147],"approaches.":[148],"Our":[149],"DRL-based":[150],"can":[152],"provide":[153],"efficient":[155],"problem":[161],"computing.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":33},{"year":2024,"cited_by_count":27},{"year":2023,"cited_by_count":24},{"year":2022,"cited_by_count":12}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
