{"id":"https://openalex.org/W4402030557","doi":"https://doi.org/10.1016/j.eswa.2024.125189","title":"A multi-objective genetic algorithm based on two-stage reinforcement learning for green flexible shop scheduling problem considering machine speed","display_name":"A multi-objective genetic algorithm based on two-stage reinforcement learning for green flexible shop scheduling problem considering machine speed","publication_year":2024,"publication_date":"2024-08-30","ids":{"openalex":"https://openalex.org/W4402030557","doi":"https://doi.org/10.1016/j.eswa.2024.125189"},"language":"en","primary_location":{"id":"doi:10.1016/j.eswa.2024.125189","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.eswa.2024.125189","pdf_url":null,"source":{"id":"https://openalex.org/S13144211","display_name":"Expert Systems with Applications","issn_l":"0957-4174","issn":["0957-4174","1873-6793"],"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":"Expert Systems with Applications","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/A5046458955","display_name":"Mengzhen Zhuang","orcid":null},"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/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Mengzhen Zhuang","raw_affiliation_strings":["Hubei Provincial Engineering Research Center of Robotics and Intelligent Manufacturing, Wuhan 430074, PR China","School of Mechanical and Electronic Engineering, Wuhan University of Technology Wuhan, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Provincial Engineering Research Center of Robotics and Intelligent Manufacturing, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I4210116723"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology Wuhan, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100441831","display_name":"Wei Zhang","orcid":"https://orcid.org/0009-0009-0985-9333"},"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/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Wei Zhang","raw_affiliation_strings":["Hubei Provincial Engineering Research Center of Robotics and Intelligent Manufacturing, Wuhan 430074, PR China","School of Mechanical and Electronic Engineering, Wuhan University of Technology Wuhan, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Provincial Engineering Research Center of Robotics and Intelligent Manufacturing, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I4210116723"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology Wuhan, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073220824","display_name":"Hongtao Tang","orcid":"https://orcid.org/0000-0001-5027-8316"},"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/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["CN","US"],"is_corresponding":true,"raw_author_name":"Hongtao Tang","raw_affiliation_strings":["Hubei Provincial Engineering Research Center of Robotics and Intelligent Manufacturing, Wuhan 430074, PR China","School of Mechanical and Electronic Engineering, Wuhan University of Technology Wuhan, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Provincial Engineering Research Center of Robotics and Intelligent Manufacturing, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I4210116723"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology Wuhan, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051793541","display_name":"Xinyu Li","orcid":"https://orcid.org/0009-0002-1085-4766"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Li","raw_affiliation_strings":["School of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechanical Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","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"]},{"id":"https://openalex.org/I4210116723","display_name":"Robotics Research (United States)","ror":"https://ror.org/020w2fr77","country_code":"US","type":"company","lineage":["https://openalex.org/I4210116723"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Kaipu Wang","raw_affiliation_strings":["Hubei Provincial Engineering Research Center of Robotics and Intelligent Manufacturing, Wuhan 430074, PR China","School of Mechanical and Electronic Engineering, Wuhan University of Technology Wuhan, Wuhan 430074, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei Provincial Engineering Research Center of Robotics and Intelligent Manufacturing, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I4210116723"]},{"raw_affiliation_string":"School of Mechanical and Electronic Engineering, Wuhan University of Technology Wuhan, Wuhan 430074, PR China","institution_ids":["https://openalex.org/I196699116"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5073220824"],"corresponding_institution_ids":["https://openalex.org/I196699116","https://openalex.org/I4210116723"],"apc_list":{"value":3220,"currency":"USD","value_usd":3220},"apc_paid":null,"fwci":6.4423,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.96799606,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"258","issue":null,"first_page":"125189","last_page":"125189"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9878000020980835,"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/T14011","display_name":"Elevator Systems and Control","score":0.9800000190734863,"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/computer-science","display_name":"Computer science","score":0.757212221622467},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7366145849227905},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5536085367202759},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5530574321746826},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.546609103679657},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.527647852897644},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4371494650840759},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35984402894973755},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1489737331867218},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.0753915011882782}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.757212221622467},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7366145849227905},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5536085367202759},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5530574321746826},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.546609103679657},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.527647852897644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4371494650840759},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35984402894973755},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1489737331867218},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0753915011882782},{"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:10.1016/j.eswa.2024.125189","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.eswa.2024.125189","pdf_url":null,"source":{"id":"https://openalex.org/S13144211","display_name":"Expert Systems with Applications","issn_l":"0957-4174","issn":["0957-4174","1873-6793"],"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":"Expert Systems with Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6637160255","display_name":null,"funder_award_id":"51705384","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W641032154","https://openalex.org/W1810830047","https://openalex.org/W2078023690","https://openalex.org/W2308426365","https://openalex.org/W2766299898","https://openalex.org/W2794868248","https://openalex.org/W2801016318","https://openalex.org/W2807170684","https://openalex.org/W2807754589","https://openalex.org/W2810813609","https://openalex.org/W2898113355","https://openalex.org/W2901604987","https://openalex.org/W2928669038","https://openalex.org/W2938538323","https://openalex.org/W2983909588","https://openalex.org/W2985086102","https://openalex.org/W2989977014","https://openalex.org/W3006275750","https://openalex.org/W3042720728","https://openalex.org/W3044246128","https://openalex.org/W3082377584","https://openalex.org/W3165122389","https://openalex.org/W3199153462","https://openalex.org/W3209635021","https://openalex.org/W4200066367","https://openalex.org/W4200346938","https://openalex.org/W4205825338","https://openalex.org/W4210836759","https://openalex.org/W4229026160","https://openalex.org/W4229334149","https://openalex.org/W4280537970","https://openalex.org/W4282946405","https://openalex.org/W4289878177","https://openalex.org/W4297863730","https://openalex.org/W4386959364","https://openalex.org/W4388523771","https://openalex.org/W6858402556"],"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/W3084456289","https://openalex.org/W2509452605","https://openalex.org/W3204654320"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":15}],"updated_date":"2026-06-09T15:46:55.921056","created_date":"2025-10-10T00:00:00"}
