{"id":"https://openalex.org/W2976706122","doi":"https://doi.org/10.1109/icdim.2018.8847099","title":"A Summary Of Using Reinforcement Learning Strategies For Treating Project And Production Management Problems","display_name":"A Summary Of Using Reinforcement Learning Strategies For Treating Project And Production Management Problems","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2976706122","doi":"https://doi.org/10.1109/icdim.2018.8847099","mag":"2976706122"},"language":"en","primary_location":{"id":"doi:10.1109/icdim.2018.8847099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdim.2018.8847099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 Thirteenth International Conference on Digital Information Management (ICDIM)","raw_type":"proceedings-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/A5022737880","display_name":"Georgios K. Koulinas","orcid":"https://orcid.org/0000-0002-0323-6954"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Georgios Koulinas","raw_affiliation_strings":["Department of Production and Management Engineering, Democritus University of Thrace, Xanthi, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Production and Management Engineering, Democritus University of Thrace, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083972409","display_name":"Alexandras Xanthopoulos","orcid":null},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Alexandras Xanthopoulos","raw_affiliation_strings":["Department of Production and Management Engineering, Democritus University of Thrace, Xanthi, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Production and Management Engineering, Democritus University of Thrace, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042208873","display_name":"Athanasios Kiatipis","orcid":"https://orcid.org/0000-0001-8250-885X"},"institutions":[{"id":"https://openalex.org/I4210162263","display_name":"Fujitsu (Germany)","ror":"https://ror.org/04max0939","country_code":"DE","type":"company","lineage":["https://openalex.org/I2252096349","https://openalex.org/I4210162263"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Athanasios Kiatipis","raw_affiliation_strings":["Fujitsu Technology Solutions GmbH, Munich, Germany"],"affiliations":[{"raw_affiliation_string":"Fujitsu Technology Solutions GmbH, Munich, Germany","institution_ids":["https://openalex.org/I4210162263"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091635619","display_name":"Dimitrios E. Koulouriotis","orcid":"https://orcid.org/0000-0003-0194-0654"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Koulouriotis","raw_affiliation_strings":["Department of Production and Management Engineering, Democritus University of Thrace, Xanthi, Greece"],"affiliations":[{"raw_affiliation_string":"Department of Production and Management Engineering, Democritus University of Thrace, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5022737880"],"corresponding_institution_ids":["https://openalex.org/I147962203"],"apc_list":null,"apc_paid":null,"fwci":0.4235,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.70908102,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"33","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12177","display_name":"Resource-Constrained Project Scheduling","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12177","display_name":"Resource-Constrained Project Scheduling","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9961000084877014,"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/T11006","display_name":"BIM and Construction Integration","score":0.991100013256073,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.8872314691543579},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7200454473495483},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5553452968597412},{"id":"https://openalex.org/keywords/project-management","display_name":"Project management","score":0.45426836609840393},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.4519954025745392},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44951558113098145},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.4264799654483795},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.35867416858673096},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34243667125701904},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.19810613989830017},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13792023062705994},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.11370381712913513},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.10380566120147705},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08273157477378845}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8872314691543579},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7200454473495483},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5553452968597412},{"id":"https://openalex.org/C15952604","wikidata":"https://www.wikidata.org/wiki/Q179012","display_name":"Project management","level":2,"score":0.45426836609840393},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4519954025745392},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44951558113098145},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.4264799654483795},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.35867416858673096},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34243667125701904},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.19810613989830017},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13792023062705994},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.11370381712913513},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.10380566120147705},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08273157477378845},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdim.2018.8847099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdim.2018.8847099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 Thirteenth International Conference on Digital Information Management (ICDIM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W133071508","https://openalex.org/W827892374","https://openalex.org/W1475542103","https://openalex.org/W1511011366","https://openalex.org/W1531353349","https://openalex.org/W1558628842","https://openalex.org/W1570407429","https://openalex.org/W1949003493","https://openalex.org/W1972152282","https://openalex.org/W1977561226","https://openalex.org/W1984694334","https://openalex.org/W1995970169","https://openalex.org/W2009762132","https://openalex.org/W2020657176","https://openalex.org/W2034224752","https://openalex.org/W2044633158","https://openalex.org/W2053051317","https://openalex.org/W2080052177","https://openalex.org/W2111936506","https://openalex.org/W2127342810","https://openalex.org/W2128176279","https://openalex.org/W2140952520","https://openalex.org/W2151388607","https://openalex.org/W2361024426","https://openalex.org/W2369614986","https://openalex.org/W2410428286","https://openalex.org/W2568351164","https://openalex.org/W2739116714","https://openalex.org/W2756585073","https://openalex.org/W2765715912","https://openalex.org/W2768978102","https://openalex.org/W2794278365","https://openalex.org/W2957453219","https://openalex.org/W6634270767","https://openalex.org/W6678984829","https://openalex.org/W7070330327"],"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/W2024136090","https://openalex.org/W3204654320"],"abstract_inverted_index":{"Recently,":[0],"Reinforcement":[1],"Learning":[2],"(RL)":[3],"strategies":[4,100],"have":[5],"attracted":[6],"researchers'":[7],"interest":[8],"as":[9,110],"a":[10,35],"powerful":[11],"approach":[12],"for":[13,51,101,119],"effective":[14],"treating":[15],"important":[16],"problems":[17,105],"in":[18,47,55,92,129],"the":[19,41,63,65,69,76,79,114],"field":[20],"of":[21,62,68,78,86],"production":[22,107],"and":[23,73,106],"project":[24,103],"management.":[25],"Generally,":[26],"RL":[27],"are":[28,82],"autonomous":[29],"machine":[30],"learning":[31,36,99],"algorithms":[32],"that":[33,38,124],"include":[34],"process":[37],"interacts":[39],"with":[40],"problem,":[42],"which":[43],"is":[44,71,89],"under":[45],"study":[46],"order":[48],"to":[49,90],"search":[50],"good":[52],"quality":[53],"solutions":[54],"reasonable":[56],"time.":[57],"At":[58],"each":[59],"decision":[60],"point":[61],"algorithm,":[64],"current":[66],"state":[67],"problem":[70],"revised":[72],"decisions":[74],"about":[75,122],"future":[77,120],"searching":[80],"strategy":[81],"taken.":[83],"The":[84],"objective":[85],"this":[87],"work":[88],"summarize,":[91],"brief,":[93],"recently":[94],"proposed":[95],"studies":[96],"using":[97],"reinforcement":[98],"solving":[102],"scheduling":[104,108],"problems,":[109],"well.":[111],"Based":[112],"on":[113],"review,":[115],"we":[116],"suggest":[117],"directions":[118],"research":[121],"approaches":[123],"can":[125],"be":[126],"proved":[127],"interesting":[128],"practice.":[130]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}