{"id":"https://openalex.org/W4393120931","doi":"https://doi.org/10.1109/tii.2024.3371489","title":"Dynamic Job-Shop Scheduling via Graph Attention Networks and Deep Reinforcement Learning","display_name":"Dynamic Job-Shop Scheduling via Graph Attention Networks and Deep Reinforcement Learning","publication_year":2024,"publication_date":"2024-03-21","ids":{"openalex":"https://openalex.org/W4393120931","doi":"https://doi.org/10.1109/tii.2024.3371489"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2024.3371489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3371489","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-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/A5031322893","display_name":"Chien\u2010Liang Liu","orcid":"https://orcid.org/0000-0002-2724-7199"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Chien-Liang Liu","raw_affiliation_strings":["Department of Industrial Engineering and Management, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-2724-7199","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066575319","display_name":"Chun-Jan Tseng","orcid":"https://orcid.org/0000-0003-1611-4259"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]},{"id":"https://openalex.org/I4210094862","display_name":"National Defense University","ror":"https://ror.org/00hkj1v53","country_code":"TW","type":"education","lineage":["https://openalex.org/I4210094862"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Jan Tseng","raw_affiliation_strings":["Management College, National Defense University, Taipei, Taiwan","Department of Industrial Engineering and Management, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-1611-4259","affiliations":[{"raw_affiliation_string":"Management College, National Defense University, Taipei, Taiwan","institution_ids":["https://openalex.org/I4210094862"]},{"raw_affiliation_string":"Department of Industrial Engineering and Management, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048940712","display_name":"P.S. Weng","orcid":"https://orcid.org/0009-0002-8559-3791"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Po-Hao Weng","raw_affiliation_strings":["Department of Industrial Engineering and Management, National Yang Ming Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0009-0002-8559-3791","affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering and Management, National Yang Ming Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5031322893"],"corresponding_institution_ids":["https://openalex.org/I148366613"],"apc_list":null,"apc_paid":null,"fwci":15.9648,"has_fulltext":false,"cited_by_count":49,"citation_normalized_percentile":{"value":0.99370715,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"20","issue":"6","first_page":"8662","last_page":"8672"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.8568999767303467,"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":0.8568999767303467,"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/T12546","display_name":"Smart Parking Systems Research","score":0.8495000004768372,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10603","display_name":"Smart Grid Energy Management","score":0.8288000226020813,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/reinforcement-learning","display_name":"Reinforcement learning","score":0.6765395402908325},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.622803270816803},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.48362791538238525},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4816540777683258},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39888817071914673},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3849780857563019},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.21985557675361633},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.17978382110595703},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12440380454063416}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6765395402908325},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.622803270816803},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.48362791538238525},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4816540777683258},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39888817071914673},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3849780857563019},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.21985557675361633},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.17978382110595703},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12440380454063416},{"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/tii.2024.3371489","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3371489","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G6210454877","display_name":null,"funder_award_id":"111-2221-E-A49-083-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G6837560460","display_name":null,"funder_award_id":"MOST 109-2628-E-009-009-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1921523184","https://openalex.org/W1966211620","https://openalex.org/W2002692271","https://openalex.org/W2041252124","https://openalex.org/W2064690427","https://openalex.org/W2072298242","https://openalex.org/W2115710572","https://openalex.org/W2156391157","https://openalex.org/W2157846217","https://openalex.org/W2181647217","https://openalex.org/W2618749399","https://openalex.org/W2736601468","https://openalex.org/W2747092504","https://openalex.org/W2807766588","https://openalex.org/W2932097000","https://openalex.org/W2972502084","https://openalex.org/W3009389630","https://openalex.org/W3016938688","https://openalex.org/W3020917412","https://openalex.org/W3094181369","https://openalex.org/W3134095470","https://openalex.org/W3152570195","https://openalex.org/W3170112077","https://openalex.org/W4224865604","https://openalex.org/W4226230002","https://openalex.org/W4281789008","https://openalex.org/W4282946405","https://openalex.org/W4283656865","https://openalex.org/W4285024875","https://openalex.org/W4293258823","https://openalex.org/W4296935009","https://openalex.org/W4360864618","https://openalex.org/W4368232742","https://openalex.org/W4385304608","https://openalex.org/W4386170085","https://openalex.org/W4387035711","https://openalex.org/W4388088957","https://openalex.org/W4391164212","https://openalex.org/W6640185926","https://openalex.org/W6685562342","https://openalex.org/W6741002519","https://openalex.org/W6784473743"],"related_works":["https://openalex.org/W3172150420","https://openalex.org/W2107725657","https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W2112121444","https://openalex.org/W2031695474","https://openalex.org/W2509452605","https://openalex.org/W3204654320"],"abstract_inverted_index":{"The":[0,129],"dynamic":[1,18],"job-shop":[2,13],"scheduling":[3,14,148],"problem":[4,15],"(DJSSP)":[5],"is":[6,133,169],"an":[7],"advanced":[8],"form":[9],"of":[10,63,81,91,149],"the":[11,60,79,88,92,97,126,138,143,147],"classical":[12],"(JSSP),":[16],"incorporating":[17],"events":[19],"that":[20,58,84,113,166],"make":[21],"it":[22,85],"even":[23],"more":[24],"challenging.":[25],"This":[26,108],"article":[27],"proposes":[28,110],"a":[29,51,111],"novel":[30],"approach":[31],"involving":[32],"deep":[33],"reinforcement":[34],"learning":[35,146],"and":[36,68,160],"graph":[37,115],"neural":[38],"networks":[39,117],"to":[40,78,100,118,136,171],"solve":[41],"this":[42],"optimization":[43,132],"problem.":[44],"To":[45],"effectively":[46],"model":[47,112,144],"DJSSP,":[48],"we":[49,95],"use":[50,96],"disjunctive":[52],"graph,":[53],"designing":[54],"specific":[55],"node":[56,120],"features":[57],"reflect":[59],"unique":[61],"characteristics":[62],"JSSP":[64],"with":[65],"machine":[66],"breakdowns":[67],"stochastic":[69],"job":[70,150],"arrivals.":[71],"Our":[72],"proposed":[73],"method":[74,168],"can":[75],"dynamically":[76],"adapt":[77],"occurrence":[80],"disruptions,":[82],"ensuring":[83],"accurately":[86],"reflects":[87],"current":[89,172],"state":[90],"environment.":[93],"Furthermore,":[94],"attention":[98,116],"mechanism":[99],"prioritize":[101],"crucial":[102],"nodes":[103],"while":[104],"discarding":[105],"irrelevant":[106],"ones.":[107],"study":[109],"applies":[114],"learn":[119],"embeddings,":[121],"serving":[122],"as":[123],"input":[124],"for":[125,152],"actor\u2013critic":[127,139],"model.":[128],"proximal":[130],"policy":[131],"then":[134],"utilized":[135],"train":[137],"model,":[140],"which":[141],"assists":[142],"in":[145,158],"operations":[151],"machines.":[153],"We":[154],"conducted":[155],"extensive":[156],"experiments":[157],"static":[159],"public":[161],"environments.":[162],"Experimental":[163],"results":[164],"indicate":[165],"our":[167],"superior":[170],"state-of-the-art":[173],"methods.":[174]},"counts_by_year":[{"year":2026,"cited_by_count":18},{"year":2025,"cited_by_count":29},{"year":2024,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}