{"id":"https://openalex.org/W7161983063","doi":"https://doi.org/10.1016/j.asoc.2026.115534","title":"Solving multi-objective production inventory control problems with reinforcement learning aided by differential evolution","display_name":"Solving multi-objective production inventory control problems with reinforcement learning aided by differential evolution","publication_year":2026,"publication_date":"2026-05-21","ids":{"openalex":"https://openalex.org/W7161983063","doi":"https://doi.org/10.1016/j.asoc.2026.115534"},"language":"en","primary_location":{"id":"doi:10.1016/j.asoc.2026.115534","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115534","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063366950","display_name":"Lue Tao","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lue Tao","raw_affiliation_strings":["National Frontiers Science Center for Industrial Intelligence and Systems Optimization, Northeastern University, Shenyang 110819, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Frontiers Science Center for Industrial Intelligence and Systems Optimization, Northeastern University, Shenyang 110819, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005208212","display_name":"Gongshu Wang","orcid":"https://orcid.org/0000-0003-1766-0630"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gongshu Wang","raw_affiliation_strings":["Key Laboratory of Data Analytics and Optimization for Smart Industry (Northeastern University), Ministry of Education, China"],"raw_orcid":"https://orcid.org/0000-0003-1766-0630","affiliations":[{"raw_affiliation_string":"Key Laboratory of Data Analytics and Optimization for Smart Industry (Northeastern University), Ministry of Education, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136658250","display_name":"Lijie Su","orcid":"https://orcid.org/0000-0002-9600-0229"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lijie Su","raw_affiliation_strings":["Liaoning Key Laboratory of Manufacturing System and Logistics Optimization, Shenyang, 110819, China"],"raw_orcid":"https://orcid.org/0000-0002-9600-0229","affiliations":[{"raw_affiliation_string":"Liaoning Key Laboratory of Manufacturing System and Logistics Optimization, Shenyang, 110819, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136662209","display_name":"Yang Yang","orcid":"https://orcid.org/0000-0003-4540-0908"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yang Yang","raw_affiliation_strings":["Liaoning Engineering Laboratory of Data Analytics and Optimization for Smart Industry, Shenyang, 110819, China"],"raw_orcid":"https://orcid.org/0000-0003-4540-0908","affiliations":[{"raw_affiliation_string":"Liaoning Engineering Laboratory of Data Analytics and Optimization for Smart Industry, Shenyang, 110819, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102558902","display_name":"Yun Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Dong","raw_affiliation_strings":["National Frontiers Science Center for Industrial Intelligence and Systems Optimization, Northeastern University, Shenyang 110819, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Frontiers Science Center for Industrial Intelligence and Systems Optimization, Northeastern University, Shenyang 110819, China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5136662209"],"corresponding_institution_ids":[],"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":0.63189734,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"201","issue":null,"first_page":"115534","last_page":"115534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.25060001015663147,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.25060001015663147,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.24160000681877136,"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/T12794","display_name":"Adaptive Dynamic Programming Control","score":0.12890000641345978,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/differential-evolution","display_name":"Differential evolution","score":0.7538999915122986},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6916000247001648},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5221999883651733},{"id":"https://openalex.org/keywords/inventory-control","display_name":"Inventory control","score":0.4713999927043915},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4657999873161316},{"id":"https://openalex.org/keywords/production-control","display_name":"Production control","score":0.4327999949455261}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.766700029373169},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.7538999915122986},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6916000247001648},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5223000049591064},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5221999883651733},{"id":"https://openalex.org/C117938511","wikidata":"https://www.wikidata.org/wiki/Q3634830","display_name":"Inventory control","level":2,"score":0.4713999927043915},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4657999873161316},{"id":"https://openalex.org/C2780682718","wikidata":"https://www.wikidata.org/wiki/Q16321575","display_name":"Production control","level":3,"score":0.4327999949455261},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42260000109672546},{"id":"https://openalex.org/C93226319","wikidata":"https://www.wikidata.org/wiki/Q193137","display_name":"Differential (mechanical device)","level":2,"score":0.3776000142097473},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30390000343322754},{"id":"https://openalex.org/C91575142","wikidata":"https://www.wikidata.org/wiki/Q1971426","display_name":"Optimal control","level":2,"score":0.2815999984741211},{"id":"https://openalex.org/C2777909354","wikidata":"https://www.wikidata.org/wiki/Q1386523","display_name":"Production planning","level":3,"score":0.2759999930858612},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.27219998836517334},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.asoc.2026.115534","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.asoc.2026.115534","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"}],"best_oa_location":null,"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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W939691211","https://openalex.org/W1753656443","https://openalex.org/W1969959431","https://openalex.org/W1982527493","https://openalex.org/W2005437559","https://openalex.org/W2009958310","https://openalex.org/W2013895638","https://openalex.org/W2016114852","https://openalex.org/W2017374577","https://openalex.org/W2033484776","https://openalex.org/W2039460081","https://openalex.org/W2061565371","https://openalex.org/W2095995765","https://openalex.org/W2114073851","https://openalex.org/W2126105956","https://openalex.org/W2143381319","https://openalex.org/W2148628903","https://openalex.org/W2205411863","https://openalex.org/W2343601797","https://openalex.org/W2545949342","https://openalex.org/W2747751620","https://openalex.org/W2751058942","https://openalex.org/W2771486105","https://openalex.org/W2781989446","https://openalex.org/W2888338796","https://openalex.org/W2966535601","https://openalex.org/W3022339309","https://openalex.org/W3032931002","https://openalex.org/W3043121063","https://openalex.org/W3118166041","https://openalex.org/W3134761252","https://openalex.org/W3171696215","https://openalex.org/W3174371370","https://openalex.org/W3198097636","https://openalex.org/W3206423256","https://openalex.org/W4210877764","https://openalex.org/W4229019625","https://openalex.org/W4288045035","https://openalex.org/W4289938462","https://openalex.org/W4293801617","https://openalex.org/W4297964528","https://openalex.org/W4308929126","https://openalex.org/W4385009615","https://openalex.org/W4386143435","https://openalex.org/W4389298993","https://openalex.org/W4399274742","https://openalex.org/W4401740516"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-14T06:11:07.267592","created_date":"2026-05-22T00:00:00"}