{"id":"https://openalex.org/W4411551495","doi":"https://doi.org/10.1109/cscwd64889.2025.11033232","title":"Multi-DAT: Dynamic Job Task Scheduling Method Based on Multi-Agent Reinforcement Learning","display_name":"Multi-DAT: Dynamic Job Task Scheduling Method Based on Multi-Agent Reinforcement Learning","publication_year":2025,"publication_date":"2025-05-05","ids":{"openalex":"https://openalex.org/W4411551495","doi":"https://doi.org/10.1109/cscwd64889.2025.11033232"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd64889.2025.11033232","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd64889.2025.11033232","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5114065579","display_name":"Linwei Yao","orcid":null},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linwei Yao","raw_affiliation_strings":["Dongguan University of Technology,Dongguan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dongguan University of Technology,Dongguan,China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100723031","display_name":"Kuan Li","orcid":"https://orcid.org/0000-0002-5253-5811"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kuan Li","raw_affiliation_strings":["Dongguan University of Technology,Dongguan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dongguan University of Technology,Dongguan,China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038397278","display_name":"Huiying Xu","orcid":"https://orcid.org/0000-0001-9025-4183"},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiying Xu","raw_affiliation_strings":["Zhejiang Normal University,Jinhua,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Normal University,Jinhua,China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114430149","display_name":"Xinzhong Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I135237710","display_name":"Zhejiang Normal University","ror":"https://ror.org/01vevwk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I135237710"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinzhong Zhu","raw_affiliation_strings":["Zhejiang Normal University,Jinhua,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Normal University,Jinhua,China","institution_ids":["https://openalex.org/I135237710"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100402167","display_name":"Hongbo Li","orcid":"https://orcid.org/0000-0002-6990-4855"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hongbo Li","raw_affiliation_strings":["Beijing Geekplus Technology Co., Ltd.,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Geekplus Technology Co., Ltd.,Beijing,China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2215","last_page":"2220"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.7749000191688538,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.7749000191688538,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.7689999938011169,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8381890058517456},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7966341376304626},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4952906668186188},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.48076578974723816},{"id":"https://openalex.org/keywords/reinforcement","display_name":"Reinforcement","score":0.42804357409477234},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3496971130371094},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33366692066192627},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.1883004903793335},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06208786368370056},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.054702579975128174}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8381890058517456},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7966341376304626},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4952906668186188},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.48076578974723816},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.42804357409477234},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3496971130371094},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33366692066192627},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.1883004903793335},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06208786368370056},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.054702579975128174},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd64889.2025.11033232","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd64889.2025.11033232","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.5400000214576721}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4310083477","https://openalex.org/W2328553770","https://openalex.org/W2920061524","https://openalex.org/W1977959518","https://openalex.org/W2038908348","https://openalex.org/W2107890255","https://openalex.org/W2106552856","https://openalex.org/W2145821588","https://openalex.org/W2086122291","https://openalex.org/W1987513656"],"abstract_inverted_index":{"The":[0,18],"scheduling":[1,28,45,79,128,148,153],"of":[2,21,27,37,152],"aircraft":[3],"support":[4],"tasks":[5,22,109],"requires":[6],"efficient":[7],"planning":[8],"based":[9,110],"on":[10,33,99,111],"the":[11,24,34,40,47,100,106,127,138],"available":[12],"resources":[13],"in":[14,43,150],"each":[15],"sup-port":[16],"position.":[17],"many-to-many":[19],"characteristics":[20],"and":[23,46,66,142],"dynamic":[25,88],"nature":[26],"environments":[29],"place":[30],"high":[31],"demands":[32],"real-time":[35],"responsiveness":[36],"algorithms.":[38],"Additionally,":[39],"complexity":[41],"inherent":[42],"task":[44,68,89],"need":[48],"for":[49],"flexible":[50],"sequential":[51],"processing":[52],"further":[53],"complicate":[54],"decision-making.":[55],"Existing":[56],"methods":[57],"often":[58],"struggle":[59],"to":[60,86,104],"achieve":[61],"both":[62],"fast":[63],"response":[64],"times":[65],"effective":[67],"message":[69],"capture.":[70],"To":[71],"address":[72],"these":[73],"challenges,":[74],"we":[75],"propose":[76],"a":[77,92,115],"novel":[78],"method":[80,136,141],"called":[81],"Multi-DAT,":[82],"which":[83,121],"is":[84],"designed":[85,117],"optimize":[87],"allocation":[90],"using":[91],"multi-agent":[93,145],"reinforcement":[94,146],"learning":[95],"algorithm.":[96,129],"We":[97],"improve":[98],"traditional":[101,139],"QMIX":[102],"algorithm":[103],"select":[105],"shortest":[107],"duration":[108],"priority,":[112],"combined":[113],"with":[114],"newly":[116],"long-term":[118,123],"reward":[119],"function,":[120],"integrates":[122],"historical":[124],"actions":[125],"into":[126],"Experimental":[130],"results":[131],"demonstrate":[132],"that":[133],"our":[134],"proposed":[135],"outperforms":[137],"rule-based":[140],"seven":[143],"other":[144],"learning-based":[147],"algorithms":[149],"terms":[151],"performance.":[154]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}