{"id":"https://openalex.org/W3207530029","doi":"https://doi.org/10.1007/s10845-021-01847-3","title":"Reinforcement learning applications to machine scheduling problems: a comprehensive literature review","display_name":"Reinforcement learning applications to machine scheduling problems: a comprehensive literature review","publication_year":2021,"publication_date":"2021-10-19","ids":{"openalex":"https://openalex.org/W3207530029","doi":"https://doi.org/10.1007/s10845-021-01847-3","mag":"3207530029"},"language":"en","primary_location":{"id":"doi:10.1007/s10845-021-01847-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10845-021-01847-3","pdf_url":null,"source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","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/A5056965354","display_name":"Behice Meltem Kayhan","orcid":"https://orcid.org/0000-0001-6881-2580"},"institutions":[{"id":"https://openalex.org/I193615760","display_name":"Dokuz Eyl\u00fcl University","ror":"https://ror.org/00dbd8b73","country_code":"TR","type":"education","lineage":["https://openalex.org/I193615760"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Behice Meltem Kayhan","raw_affiliation_strings":["Department of Industrial Engineering, Dokuz Eylul University, 35397, Buca, Izmir, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Dokuz Eylul University, 35397, Buca, Izmir, Turkey","institution_ids":["https://openalex.org/I193615760"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006352330","display_name":"Gokalp Yildiz","orcid":null},"institutions":[{"id":"https://openalex.org/I193615760","display_name":"Dokuz Eyl\u00fcl University","ror":"https://ror.org/00dbd8b73","country_code":"TR","type":"education","lineage":["https://openalex.org/I193615760"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gokalp Yildiz","raw_affiliation_strings":["Department of Industrial Engineering, Dokuz Eylul University, 35397, Buca, Izmir, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Industrial Engineering, Dokuz Eylul University, 35397, Buca, Izmir, Turkey","institution_ids":["https://openalex.org/I193615760"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5056965354"],"corresponding_institution_ids":["https://openalex.org/I193615760"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":10.5704,"has_fulltext":false,"cited_by_count":142,"citation_normalized_percentile":{"value":0.98415319,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"34","issue":"3","first_page":"905","last_page":"929"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9997000098228455,"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":0.9997000098228455,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12288","display_name":"Optimization and Search Problems","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/computer-science","display_name":"Computer science","score":0.6861092448234558},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6740192770957947},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6521730422973633},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6088529825210571},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5826025605201721},{"id":"https://openalex.org/keywords/scopus","display_name":"Scopus","score":0.5598926544189453},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.43727853894233704},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3700677752494812},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.32693150639533997},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17194700241088867},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.08677351474761963},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.08436864614486694}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6861092448234558},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6740192770957947},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6521730422973633},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6088529825210571},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5826025605201721},{"id":"https://openalex.org/C83867959","wikidata":"https://www.wikidata.org/wiki/Q371467","display_name":"Scopus","level":3,"score":0.5598926544189453},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.43727853894233704},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3700677752494812},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.32693150639533997},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17194700241088867},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.08677351474761963},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.08436864614486694},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s10845-021-01847-3","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10845-021-01847-3","pdf_url":null,"source":{"id":"https://openalex.org/S161464388","display_name":"Journal of Intelligent Manufacturing","issn_l":"0956-5515","issn":["0956-5515","1572-8145"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:spr:joinma:v:34:y:2023:i:3:d:10.1007_s10845-021-01847-3","is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s10845-021-01847-3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":122,"referenced_works":["https://openalex.org/W6000615","https://openalex.org/W25808712","https://openalex.org/W142764021","https://openalex.org/W249650263","https://openalex.org/W639476619","https://openalex.org/W1488422606","https://openalex.org/W1532749141","https://openalex.org/W1549353711","https://openalex.org/W1567476362","https://openalex.org/W1570407429","https://openalex.org/W1585546214","https://openalex.org/W1592847719","https://openalex.org/W1605941417","https://openalex.org/W1906003762","https://openalex.org/W1949003493","https://openalex.org/W1975983145","https://openalex.org/W1977357978","https://openalex.org/W1983362322","https://openalex.org/W1983677863","https://openalex.org/W1984694334","https://openalex.org/W1985921566","https://openalex.org/W1991199392","https://openalex.org/W1996182128","https://openalex.org/W2000630887","https://openalex.org/W2005576928","https://openalex.org/W2020657176","https://openalex.org/W2028145591","https://openalex.org/W2030236912","https://openalex.org/W2030512383","https://openalex.org/W2032753170","https://openalex.org/W2039233423","https://openalex.org/W2040750549","https://openalex.org/W2051165154","https://openalex.org/W2053067896","https://openalex.org/W2053998796","https://openalex.org/W2055485911","https://openalex.org/W2057550885","https://openalex.org/W2057669221","https://openalex.org/W2070270802","https://openalex.org/W2073384958","https://openalex.org/W2075033586","https://openalex.org/W2075754841","https://openalex.org/W2102338255","https://openalex.org/W2106505487","https://openalex.org/W2107726111","https://openalex.org/W2108019507","https://openalex.org/W2120386704","https://openalex.org/W2121863487","https://openalex.org/W2122410182","https://openalex.org/W2123060176","https://openalex.org/W2127342810","https://openalex.org/W2127561464","https://openalex.org/W2134566618","https://openalex.org/W2140141795","https://openalex.org/W2145225561","https://openalex.org/W2145339207","https://openalex.org/W2148173263","https://openalex.org/W2150265387","https://openalex.org/W2157030740","https://openalex.org/W2163757676","https://openalex.org/W2169755132","https://openalex.org/W2170301116","https://openalex.org/W2187600643","https://openalex.org/W2240785302","https://openalex.org/W2320416284","https://openalex.org/W2497090499","https://openalex.org/W2505159842","https://openalex.org/W2541174666","https://openalex.org/W2555108879","https://openalex.org/W2568351164","https://openalex.org/W2623293810","https://openalex.org/W2647153655","https://openalex.org/W2755519063","https://openalex.org/W2765715912","https://openalex.org/W2783011664","https://openalex.org/W2784047757","https://openalex.org/W2793262237","https://openalex.org/W2794550757","https://openalex.org/W2800510013","https://openalex.org/W2802314172","https://openalex.org/W2807766588","https://openalex.org/W2811338889","https://openalex.org/W2899640738","https://openalex.org/W2914098981","https://openalex.org/W2932097000","https://openalex.org/W2942608247","https://openalex.org/W2957453219","https://openalex.org/W2974303154","https://openalex.org/W2975276336","https://openalex.org/W2982233612","https://openalex.org/W2993990522","https://openalex.org/W2997873913","https://openalex.org/W3000441679","https://openalex.org/W3005024004","https://openalex.org/W3005944338","https://openalex.org/W3009389630","https://openalex.org/W3011458069","https://openalex.org/W3016938688","https://openalex.org/W3017345371","https://openalex.org/W3038150710","https://openalex.org/W3045574728","https://openalex.org/W3088991213","https://openalex.org/W3092146681","https://openalex.org/W3093919172","https://openalex.org/W3101874568","https://openalex.org/W3110309042","https://openalex.org/W3116073702","https://openalex.org/W3142690970","https://openalex.org/W3151220773","https://openalex.org/W3153356127","https://openalex.org/W3158774605","https://openalex.org/W4211221179","https://openalex.org/W4212774754","https://openalex.org/W4214717370","https://openalex.org/W4236962151","https://openalex.org/W4237400786","https://openalex.org/W4245032432","https://openalex.org/W4252791604","https://openalex.org/W4256253225","https://openalex.org/W4293249558","https://openalex.org/W6633803805","https://openalex.org/W6677916085"],"related_works":["https://openalex.org/W3074294383","https://openalex.org/W4319083788","https://openalex.org/W4309332046","https://openalex.org/W3170588562","https://openalex.org/W2734465103","https://openalex.org/W1554751669","https://openalex.org/W2940847357","https://openalex.org/W2025334598","https://openalex.org/W2018175805","https://openalex.org/W29008652"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":57},{"year":2024,"cited_by_count":44},{"year":2023,"cited_by_count":21},{"year":2022,"cited_by_count":5}],"updated_date":"2026-04-12T07:58:50.170612","created_date":"2025-10-10T00:00:00"}
