{"id":"https://openalex.org/W4385270485","doi":"https://doi.org/10.1109/uv56588.2022.10185485","title":"Deep Reinforcement Learning Based Dynamic Scheduling of Random Arrival Tasks in Cloud Manufacturing","display_name":"Deep Reinforcement Learning Based Dynamic Scheduling of Random Arrival Tasks in Cloud Manufacturing","publication_year":2022,"publication_date":"2022-10-22","ids":{"openalex":"https://openalex.org/W4385270485","doi":"https://doi.org/10.1109/uv56588.2022.10185485"},"language":"en","primary_location":{"id":"doi:10.1109/uv56588.2022.10185485","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/uv56588.2022.10185485","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 6th International Conference on Universal Village (UV)","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/A5053541942","display_name":"Leyao Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Leyao Chen","raw_affiliation_strings":["Jiangnan University,School of Artificial Intelligence and Computer Science,Wuxi,China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China"],"affiliations":[{"raw_affiliation_string":"Jiangnan University,School of Artificial Intelligence and Computer Science,Wuxi,China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010857391","display_name":"Longfei Zhou","orcid":"https://orcid.org/0000-0001-5322-8429"},"institutions":[{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Longfei Zhou","raw_affiliation_strings":["Duke University,School of Medicine,Durham,USA","School of Medicine, Duke University, Durham, USA"],"affiliations":[{"raw_affiliation_string":"Duke University,School of Medicine,Durham,USA","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"School of Medicine, Duke University, Durham, USA","institution_ids":["https://openalex.org/I170897317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101227509","display_name":"Muer Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Muer Zhou","raw_affiliation_strings":["Jiangnan University,School of Artificial Intelligence and Computer Science,Wuxi,China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China"],"affiliations":[{"raw_affiliation_string":"Jiangnan University,School of Artificial Intelligence and Computer Science,Wuxi,China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101910849","display_name":"Xilong Yu","orcid":"https://orcid.org/0000-0002-2162-626X"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xilong Yu","raw_affiliation_strings":["Software Institute Nanjing University,Nanjing,China","Software Institute Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Software Institute Nanjing University,Nanjing,China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Software Institute Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100535475","display_name":"Yipeng Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yipeng Zhu","raw_affiliation_strings":["Jiangnan University,School of Internet of Things,Wuxi,China","School of Internet of Things, Jiangnan University, Wuxi, China"],"affiliations":[{"raw_affiliation_string":"Jiangnan University,School of Internet of Things,Wuxi,China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Internet of Things, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101058021","display_name":"Wenbo Song","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]},{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Song","raw_affiliation_strings":["Nanjing University of Information Science and Technology,School of Computer Science and Technology,Nanjing,China","School of Computer Science and Technology, Nanjing University of Information Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Information Science and Technology,School of Computer Science and Technology,Nanjing,China","institution_ids":["https://openalex.org/I36399199","https://openalex.org/I200845125"]},{"raw_affiliation_string":"School of Computer Science and Technology, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009064054","display_name":"Zixuan Lu","orcid":"https://orcid.org/0000-0003-0067-0242"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zixuan Lu","raw_affiliation_strings":["Jiangnan University,School of Artificial Intelligence and Computer Science,Wuxi,China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China"],"affiliations":[{"raw_affiliation_string":"Jiangnan University,School of Artificial Intelligence and Computer Science,Wuxi,China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100775744","display_name":"Jiayin Li","orcid":"https://orcid.org/0000-0003-4798-082X"},"institutions":[{"id":"https://openalex.org/I200845125","display_name":"Nanjing University of Information Science and Technology","ror":"https://ror.org/02y0rxk19","country_code":"CN","type":"education","lineage":["https://openalex.org/I200845125"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayin Li","raw_affiliation_strings":["Nanjing University of Information Science and Technology,School of Mathematics and Statistics,Nanjing,China","School of Mathematics and Statistics, Nanjing University of Information Science and Technology, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"Nanjing University of Information Science and Technology,School of Mathematics and Statistics,Nanjing,China","institution_ids":["https://openalex.org/I200845125"]},{"raw_affiliation_string":"School of Mathematics and Statistics, Nanjing University of Information Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I200845125"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5053541942"],"corresponding_institution_ids":["https://openalex.org/I111599522"],"apc_list":null,"apc_paid":null,"fwci":0.1334,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57592559,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10763","display_name":"Digital Transformation in Industry","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9803000092506409,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-manufacturing","display_name":"Cloud manufacturing","score":0.9224796295166016},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.782692551612854},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7004292011260986},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6948100924491882},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.64375239610672},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5490201711654663},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.48810848593711853},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.44661563634872437},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4205503463745117},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3941916227340698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3852658271789551},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.34482577443122864},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.27847057580947876},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.22626248002052307},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.1931810975074768},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1747020184993744},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09948453307151794},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09209489822387695}],"concepts":[{"id":"https://openalex.org/C2778819808","wikidata":"https://www.wikidata.org/wiki/Q5135707","display_name":"Cloud manufacturing","level":3,"score":0.9224796295166016},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.782692551612854},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7004292011260986},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6948100924491882},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.64375239610672},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5490201711654663},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.48810848593711853},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.44661563634872437},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4205503463745117},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3941916227340698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3852658271789551},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.34482577443122864},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.27847057580947876},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.22626248002052307},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.1931810975074768},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1747020184993744},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09948453307151794},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09209489822387695},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/uv56588.2022.10185485","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/uv56588.2022.10185485","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 6th International Conference on Universal Village (UV)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W32403112","https://openalex.org/W41554520","https://openalex.org/W641032154","https://openalex.org/W1988567344","https://openalex.org/W2089527441","https://openalex.org/W2178807383","https://openalex.org/W2362247909","https://openalex.org/W2530968354","https://openalex.org/W2748946742","https://openalex.org/W2761097593","https://openalex.org/W2771973835","https://openalex.org/W2783397893","https://openalex.org/W2792859614","https://openalex.org/W2793262237","https://openalex.org/W2810142369","https://openalex.org/W2898279621","https://openalex.org/W2910683613","https://openalex.org/W2992313748","https://openalex.org/W2997337786","https://openalex.org/W3000708199","https://openalex.org/W3013908988","https://openalex.org/W3088991213","https://openalex.org/W3103559770","https://openalex.org/W3108165421","https://openalex.org/W3151076185","https://openalex.org/W3152570195","https://openalex.org/W4298857966","https://openalex.org/W6637967152","https://openalex.org/W6677916085","https://openalex.org/W6732665253"],"related_works":["https://openalex.org/W2522565568","https://openalex.org/W2051106391","https://openalex.org/W2967920229","https://openalex.org/W2568028109","https://openalex.org/W4206999807","https://openalex.org/W2296507804","https://openalex.org/W2913247776","https://openalex.org/W2230900064","https://openalex.org/W2081046049","https://openalex.org/W2913106559"],"abstract_inverted_index":{"Compared":[0],"with":[1,12,24,72,82],"the":[2,18,32,42,109,115],"stable":[3],"orders":[4],"of":[5,14,45,118],"traditional":[6],"manufacturing,":[7],"cloud":[8,78],"manufacturing":[9,46,79],"(CMfg)":[10],"fulfilled":[11],"masses":[13],"random":[15,43],"orders,":[16],"so":[17],"CMfg":[19],"server":[20,33],"needs":[21],"an":[22,66],"algorithm":[23],"low":[25,126],"time":[26,113],"and":[27,48,90,114],"space":[28],"complexity":[29],"to":[30,37,93,104],"prevent":[31],"from":[34],"crashing":[35],"due":[36],"excessive":[38],"instantaneous":[39],"data.":[40],"Besides,":[41],"changes":[44],"resources":[47],"service":[49],"must":[50],"be":[51],"considered":[52],"when":[53],"establishing":[54],"a":[55,73,125],"scheduling":[56,80,107],"model":[57],"for":[58],"CMfg.":[59],"To":[60],"solve":[61],"this":[62],"problem,":[63],"we":[64],"propose":[65],"adaptive":[67],"Deep":[68],"Q-Networks":[69],"(ADQN)":[70],"method":[71],"resizable":[74],"network":[75],"that":[76,100],"converts":[77],"problems":[81],"multiple":[83],"objectives":[84],"into":[85],"specific":[86],"reinforcement":[87],"learning":[88],"goal":[89],"can":[91],"adapt":[92],"changing":[94],"environments.":[95],"Our":[96],"experimental":[97],"results":[98],"show":[99],"ADQN":[101,122],"is":[102],"comparable":[103],"other":[105],"real-time":[106],"methods,":[108],"average":[110],"subtask":[111],"completion":[112],"standard":[116],"deviation":[117],"occupation":[119],"obtained":[120],"by":[121],"keep":[123],"at":[124],"level.":[127]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}