{"id":"https://openalex.org/W3217083578","doi":"https://doi.org/10.1109/etfa45728.2021.9613205","title":"Demonstrating Reinforcement Learning for Maintenance Scheduling in a Production Environment","display_name":"Demonstrating Reinforcement Learning for Maintenance Scheduling in a Production Environment","publication_year":2021,"publication_date":"2021-09-07","ids":{"openalex":"https://openalex.org/W3217083578","doi":"https://doi.org/10.1109/etfa45728.2021.9613205","mag":"3217083578"},"language":"en","primary_location":{"id":"doi:10.1109/etfa45728.2021.9613205","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etfa45728.2021.9613205","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA )","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/A5036478745","display_name":"Jakob Giner","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125165","display_name":"Fraunhofer Austria","ror":"https://ror.org/038bzrc91","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I4210125165","https://openalex.org/I4923324"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Jakob Giner","raw_affiliation_strings":["Factory Planning and Production Management Fraunhofer Austria Research GmbH,Vienna,Austria","Factory Planning and Production Management Fraunhofer Austria Research GmbH, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Factory Planning and Production Management Fraunhofer Austria Research GmbH,Vienna,Austria","institution_ids":["https://openalex.org/I4210125165"]},{"raw_affiliation_string":"Factory Planning and Production Management Fraunhofer Austria Research GmbH, Vienna, Austria","institution_ids":["https://openalex.org/I4210125165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082976886","display_name":"Raphael Lamprecht","orcid":"https://orcid.org/0000-0001-9834-8280"},"institutions":[{"id":"https://openalex.org/I3018473509","display_name":"Fraunhofer Institute for Manufacturing Engineering and Automation","ror":"https://ror.org/01rvqha10","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3018473509","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Raphael Lamprecht","raw_affiliation_strings":["Center for Cyber Cognitive Intelligence (CCI), Fraunhofer Institute for Manufacturing Engineering and Automation IPA,Stuttgart,Germany","Center for Cyber Cognitive Intelligence (CCI), Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Stuttgart, Germany"],"affiliations":[{"raw_affiliation_string":"Center for Cyber Cognitive Intelligence (CCI), Fraunhofer Institute for Manufacturing Engineering and Automation IPA,Stuttgart,Germany","institution_ids":["https://openalex.org/I3018473509"]},{"raw_affiliation_string":"Center for Cyber Cognitive Intelligence (CCI), Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Stuttgart, Germany","institution_ids":["https://openalex.org/I3018473509"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013155661","display_name":"Viola Gallina","orcid":"https://orcid.org/0000-0002-7285-6110"},"institutions":[{"id":"https://openalex.org/I4210125165","display_name":"Fraunhofer Austria","ror":"https://ror.org/038bzrc91","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I4210125165","https://openalex.org/I4923324"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Viola Gallina","raw_affiliation_strings":["Production Planning and Order Managagement Fraunhofer Austria Research GmbH,Vienna,Austria","Production Planning and Order Managagement Fraunhofer Austria Research GmbH, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Production Planning and Order Managagement Fraunhofer Austria Research GmbH,Vienna,Austria","institution_ids":["https://openalex.org/I4210125165"]},{"raw_affiliation_string":"Production Planning and Order Managagement Fraunhofer Austria Research GmbH, Vienna, Austria","institution_ids":["https://openalex.org/I4210125165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055029625","display_name":"Catherine Laflamme","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125165","display_name":"Fraunhofer Austria","ror":"https://ror.org/038bzrc91","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I4210125165","https://openalex.org/I4923324"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Catherine Laflamme","raw_affiliation_strings":["Factory Planning and Production Management Fraunhofer Austria Research GmbH,Vienna,Austria","Factory Planning and Production Management Fraunhofer Austria Research GmbH, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Factory Planning and Production Management Fraunhofer Austria Research GmbH,Vienna,Austria","institution_ids":["https://openalex.org/I4210125165"]},{"raw_affiliation_string":"Factory Planning and Production Management Fraunhofer Austria Research GmbH, Vienna, Austria","institution_ids":["https://openalex.org/I4210125165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014705403","display_name":"Lennard Sielaff","orcid":"https://orcid.org/0009-0006-3322-7967"},"institutions":[{"id":"https://openalex.org/I3018473509","display_name":"Fraunhofer Institute for Manufacturing Engineering and Automation","ror":"https://ror.org/01rvqha10","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3018473509","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lennard Sielaff","raw_affiliation_strings":["Maintenance and Asset Management Fraunhofer Institute for Manufacturing Engineering and Automation IPA,Stuttgart,Germany","Maintenance and Asset Management Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Stuttgart, Germany"],"affiliations":[{"raw_affiliation_string":"Maintenance and Asset Management Fraunhofer Institute for Manufacturing Engineering and Automation IPA,Stuttgart,Germany","institution_ids":["https://openalex.org/I3018473509"]},{"raw_affiliation_string":"Maintenance and Asset Management Fraunhofer Institute for Manufacturing Engineering and Automation IPA, Stuttgart, Germany","institution_ids":["https://openalex.org/I3018473509"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022367509","display_name":"Wilfried Sihn","orcid":null},"institutions":[{"id":"https://openalex.org/I4210125165","display_name":"Fraunhofer Austria","ror":"https://ror.org/038bzrc91","country_code":"AT","type":"nonprofit","lineage":["https://openalex.org/I4210125165","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"education","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Wilfried Sihn","raw_affiliation_strings":["Institute of Management Science, TU Wien Fraunhofer Austria Research GmbH,Vienna,Austria","Institute of Management Science, TU Wien Fraunhofer Austria Research GmbH, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Management Science, TU Wien Fraunhofer Austria Research GmbH,Vienna,Austria","institution_ids":["https://openalex.org/I4210125165"]},{"raw_affiliation_string":"Institute of Management Science, TU Wien Fraunhofer Austria Research GmbH, Vienna, Austria","institution_ids":["https://openalex.org/I4210125165","https://openalex.org/I145847075"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5036478745"],"corresponding_institution_ids":["https://openalex.org/I4210125165"],"apc_list":null,"apc_paid":null,"fwci":0.2965,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.66150331,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9979000091552734,"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/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.9979000091552734,"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/T10763","display_name":"Digital Transformation in Industry","score":0.996399998664856,"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/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9927999973297119,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6671950817108154},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6265067458152771},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6218275427818298},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5320597290992737},{"id":"https://openalex.org/keywords/preventive-maintenance","display_name":"Preventive maintenance","score":0.5222671627998352},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.4990880489349365},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.4907029867172241},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.4668496251106262},{"id":"https://openalex.org/keywords/maintenance-engineering","display_name":"Maintenance engineering","score":0.4553412199020386},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3350348472595215},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2080828845500946},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.1747799515724182},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.11188483238220215},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.08898743987083435}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6671950817108154},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6265067458152771},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6218275427818298},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5320597290992737},{"id":"https://openalex.org/C24090081","wikidata":"https://www.wikidata.org/wiki/Q1043452","display_name":"Preventive maintenance","level":2,"score":0.5222671627998352},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.4990880489349365},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.4907029867172241},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4668496251106262},{"id":"https://openalex.org/C23725684","wikidata":"https://www.wikidata.org/wiki/Q616377","display_name":"Maintenance engineering","level":2,"score":0.4553412199020386},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3350348472595215},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2080828845500946},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.1747799515724182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.11188483238220215},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.08898743987083435},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/etfa45728.2021.9613205","is_oa":false,"landing_page_url":"https://doi.org/10.1109/etfa45728.2021.9613205","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 26th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA )","raw_type":"proceedings-article"},{"id":"pmh:oai:fraunhofer.de:N-646207","is_oa":false,"landing_page_url":"http://publica.fraunhofer.de/documents/N-646207.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400801","display_name":"Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer IPA","raw_type":"Conference Paper"},{"id":"pmh:oai:null:publica/416904","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/416904","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W22548722","https://openalex.org/W1558884406","https://openalex.org/W2148922589","https://openalex.org/W2159185621","https://openalex.org/W2493990996","https://openalex.org/W2514734473","https://openalex.org/W2768978102","https://openalex.org/W2799281492","https://openalex.org/W2898897140","https://openalex.org/W2917556557","https://openalex.org/W3033271224","https://openalex.org/W3037319445","https://openalex.org/W3043388922","https://openalex.org/W3097101095","https://openalex.org/W3120767325","https://openalex.org/W3131230917","https://openalex.org/W3132026228","https://openalex.org/W3141155221","https://openalex.org/W4214717370"],"related_works":["https://openalex.org/W2151332743","https://openalex.org/W3217027009","https://openalex.org/W2061551977","https://openalex.org/W2946731255","https://openalex.org/W2128373443","https://openalex.org/W2908916021","https://openalex.org/W2329176798","https://openalex.org/W2073775770","https://openalex.org/W3006925589","https://openalex.org/W2619792554"],"abstract_inverted_index":{"As":[0],"the":[1,20,31,73,107,114,130],"automation":[2],"of":[3,22,48,103,117,132],"production":[4,50,66,95],"lines":[5],"in":[6,63,72],"modern":[7,65],"manufacturing":[8],"environments":[9],"becomes":[10],"ubiquitous,":[11],"their":[12],"flexibility":[13],"and":[14,29,57,69,97,135],"resilience":[15],"become":[16],"increasingly":[17],"important.":[18],"Consequently,":[19],"scheduling":[21,133],"maintenance":[23,99,119,137],"activities":[24,71],"is":[25,52],"growing":[26],"more":[27,35],"complex":[28],"at":[30],"same":[32],"time":[33],"ever":[34],"crucial":[36],"for":[37,82,109],"ensuring":[38],"adequate":[39],"system":[40,127],"availability.":[41],"In":[42],"this":[43,104],"paper":[44,105],"a":[45,49,78,123],"digital":[46],"model":[47,74],"environment":[51],"presented,":[53],"using":[54,90],"building":[55],"blocks":[56],"restrictions":[58],"that":[59],"can":[60,87],"be":[61,88],"found":[62],"most":[64],"environments.":[67],"Maintenance":[68],"repair":[70],"are":[75],"scheduled":[76],"by":[77,121],"reinforcement":[79],"learning":[80],"agent":[81],"different":[83],"proof-of-concept":[84],"scenarios,":[85],"which":[86,128],"optimised":[89],"measures":[91],"such":[92],"as":[93],"maximizing":[94],"capacity":[96],"minimizing":[98],"costs.":[100],"The":[101],"results":[102],"provide":[106],"basis":[108],"further":[110],"work":[111],"to":[112],"improve":[113],"working":[115],"conditions":[116],"human":[118],"planners":[120],"providing":[122],"reliable":[124],"decision":[125],"support":[126],"facilitates":[129],"task":[131],"planned":[134],"unplanned":[136],"activities.":[138]},"counts_by_year":[{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
