{"id":"https://openalex.org/W4412723551","doi":"https://doi.org/10.1016/j.asoc.2026.115690","title":"Solving order fluctuations for dynamic scheduling of distributed hybrid flow shop by deep reinforcement learning","display_name":"Solving order fluctuations for dynamic scheduling of distributed hybrid flow shop by deep reinforcement learning","publication_year":2026,"publication_date":"2026-06-14","ids":{"openalex":"https://openalex.org/W4412723551","doi":"https://doi.org/10.1016/j.asoc.2026.115690"},"language":"en","primary_location":{"id":"doi:10.1016/j.asoc.2026.115690","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115690","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.5371310","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115605044","display_name":"Xin Chen","orcid":"https://orcid.org/0009-0006-9498-0231"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]},{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210111616","display_name":"Wuhan Business University","ror":"https://ror.org/0282ggx30","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210111616"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Chen","raw_affiliation_strings":["School of Mechanical and Electronic Engineering, Wuhan Business University, Wuhan 430056, China","School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China"],"raw_orcid":"https://orcid.org/0009-0006-9498-0231","affiliations":[{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan Business University, Wuhan 430056, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210111616"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100680862","display_name":"Yibing Li","orcid":"https://orcid.org/0000-0002-6532-6461"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yibing Li","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory, Wuhan University of Technology, Wuhan 430070, China","School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China"],"raw_orcid":"https://orcid.org/0000-0002-6532-6461","affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100435819","display_name":"Lei Wang","orcid":"https://orcid.org/0000-0001-9970-9703"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Wang","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory, Wuhan University of Technology, Wuhan 430070, China","School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China"],"raw_orcid":"https://orcid.org/0000-0001-9970-9703","affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047269002","display_name":"Kaipu Wang","orcid":"https://orcid.org/0000-0002-5777-1522"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaipu Wang","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory, Wuhan University of Technology, Wuhan 430070, China","School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China"],"raw_orcid":"https://orcid.org/0000-0002-5777-1522","affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075972413","display_name":"Jun Guo","orcid":"https://orcid.org/0000-0002-3621-9165"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Guo","raw_affiliation_strings":["Hubei Digital Manufacturing Key Laboratory, Wuhan University of Technology, Wuhan 430070, China","School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China"],"raw_orcid":"https://orcid.org/0000-0003-3469-4955","affiliations":[{"raw_affiliation_string":"Hubei Digital Manufacturing Key Laboratory, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology, Wuhan 430070, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017643111","display_name":"Zao Liu","orcid":"https://orcid.org/0000-0003-0164-912X"},"institutions":[{"id":"https://openalex.org/I4210099135","display_name":"Wuhan Institute of Physics and Mathematics","ror":"https://ror.org/00zky9d41","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210099135"]},{"id":"https://openalex.org/I4210165838","display_name":"Nisshin Steel (Japan)","ror":"https://ror.org/05v2ymc15","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210165838"]}],"countries":["CN","JP"],"is_corresponding":false,"raw_author_name":"Zao Liu","raw_affiliation_strings":["Innovation Academy for Precision Measurement Science and Technology CAS, Wuhan 430074, China","Zhongke Niujin MR Tech Co Ltd, Wuhan 430075, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Innovation Academy for Precision Measurement Science and Technology CAS, Wuhan 430074, China","institution_ids":["https://openalex.org/I4210099135"]},{"raw_affiliation_string":"Zhongke Niujin MR Tech Co Ltd, Wuhan 430075, China","institution_ids":["https://openalex.org/I4210165838"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100680862"],"corresponding_institution_ids":["https://openalex.org/I196699116"],"apc_list":{"value":3350,"currency":"USD","value_usd":3350},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00716204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"201","issue":null,"first_page":"115690","last_page":"115690"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9918000102043152,"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/T10791","display_name":"Advanced Control Systems Optimization","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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":0.7441629767417908},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5582157373428345},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5173927545547485},{"id":"https://openalex.org/keywords/flow-shop-scheduling","display_name":"Flow shop scheduling","score":0.47753942012786865},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.45158204436302185},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.4309638738632202},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4163099229335785},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.31157639622688293},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27936461567878723},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.2620246410369873},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14523133635520935},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.12172052264213562},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.10197040438652039},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0870797336101532},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08128347992897034}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7441629767417908},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5582157373428345},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5173927545547485},{"id":"https://openalex.org/C158336966","wikidata":"https://www.wikidata.org/wiki/Q3074426","display_name":"Flow shop scheduling","level":4,"score":0.47753942012786865},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.45158204436302185},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.4309638738632202},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4163099229335785},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.31157639622688293},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27936461567878723},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.2620246410369873},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14523133635520935},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12172052264213562},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.10197040438652039},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0870797336101532},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08128347992897034},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.asoc.2026.115690","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115690","pdf_url":null,"source":{"id":"https://openalex.org/S140556538","display_name":"Applied Soft Computing","issn_l":"1568-4946","issn":["1568-4946","1872-9681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Soft Computing","raw_type":"journal-article"},{"id":"doi:10.2139/ssrn.5371310","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5371310","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.5371310","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.5371310","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[],"awards":[],"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":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1996628037","https://openalex.org/W2055555756","https://openalex.org/W2138913627","https://openalex.org/W2156391157","https://openalex.org/W2916997747","https://openalex.org/W2943474422","https://openalex.org/W2980905600","https://openalex.org/W3009389630","https://openalex.org/W3176897893","https://openalex.org/W3194079519","https://openalex.org/W4293086735","https://openalex.org/W4306377668","https://openalex.org/W4319264684","https://openalex.org/W4323928777","https://openalex.org/W4362723854","https://openalex.org/W4378674262","https://openalex.org/W4383987331","https://openalex.org/W4385603717","https://openalex.org/W4387035711","https://openalex.org/W4387093200","https://openalex.org/W4387423996","https://openalex.org/W4387490877","https://openalex.org/W4390368000","https://openalex.org/W4391255654","https://openalex.org/W4391854116","https://openalex.org/W4392913291","https://openalex.org/W4393183719","https://openalex.org/W4393337697","https://openalex.org/W4393973159","https://openalex.org/W4394889712","https://openalex.org/W4395682304","https://openalex.org/W4399070811","https://openalex.org/W4399831858","https://openalex.org/W4400778473","https://openalex.org/W4401281220","https://openalex.org/W4401286814","https://openalex.org/W4401344742","https://openalex.org/W4402531864","https://openalex.org/W4402862788","https://openalex.org/W4403404900","https://openalex.org/W4403482855","https://openalex.org/W4404060675","https://openalex.org/W4404281908","https://openalex.org/W4404732114","https://openalex.org/W4404756048","https://openalex.org/W4405438107","https://openalex.org/W4405632252"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2031695474","https://openalex.org/W2586732548","https://openalex.org/W2734465103"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
