{"id":"https://openalex.org/W7108756458","doi":"https://doi.org/10.1109/access.2025.3640773","title":"Reinforcement Learning in Production Control: An Agent-Based Approach to Sequencing","display_name":"Reinforcement Learning in Production Control: An Agent-Based Approach to Sequencing","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7108756458","doi":"https://doi.org/10.1109/access.2025.3640773"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3640773","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3640773","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3640773","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Jonas Schneider","orcid":"https://orcid.org/0009-0002-7329-2270"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Jonas Schneider","raw_affiliation_strings":["Institute of Production Systems and Logistics, Leibniz University Hannover, Garbsen, Germany"],"raw_orcid":"https://orcid.org/0009-0002-7329-2270","affiliations":[{"raw_affiliation_string":"Institute of Production Systems and Logistics, Leibniz University Hannover, Garbsen, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tamara Hamfeld","orcid":"https://orcid.org/0009-0003-4639-5589"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tamara Hamfeld","raw_affiliation_strings":["Institute of Production Systems and Logistics, Leibniz University Hannover, Garbsen, Germany"],"raw_orcid":"https://orcid.org/0009-0003-4639-5589","affiliations":[{"raw_affiliation_string":"Institute of Production Systems and Logistics, Leibniz University Hannover, Garbsen, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Peter Nyhuis","orcid":"https://orcid.org/0000-0002-4509-4114"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Peter Nyhuis","raw_affiliation_strings":["Institute of Production Systems and Logistics, Leibniz University Hannover, Garbsen, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4509-4114","affiliations":[{"raw_affiliation_string":"Institute of Production Systems and Logistics, Leibniz University Hannover, Garbsen, Germany","institution_ids":["https://openalex.org/I114112103"]}]},{"author_position":"last","author":{"id":null,"display_name":"Matthias Schmidt","orcid":"https://orcid.org/0000-0003-1402-3644"},"institutions":[{"id":"https://openalex.org/I114112103","display_name":"Leibniz University Hannover","ror":"https://ror.org/0304hq317","country_code":"DE","type":"education","lineage":["https://openalex.org/I114112103"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Schmidt","raw_affiliation_strings":["Institute of Production Systems and Logistics, Leibniz University Hannover, Garbsen, Germany"],"raw_orcid":"https://orcid.org/0000-0003-1402-3644","affiliations":[{"raw_affiliation_string":"Institute of Production Systems and Logistics, Leibniz University Hannover, Garbsen, Germany","institution_ids":["https://openalex.org/I114112103"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I114112103"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.0627,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.85071764,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"211448","last_page":"211462"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11741","display_name":"Flexible and Reconfigurable Manufacturing Systems","score":0.6478999853134155,"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":0.6478999853134155,"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":0.1678999960422516,"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":0.062300000339746475,"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":0.8759999871253967},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6144999861717224},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6047000288963318},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6039999723434448},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.5946000218391418},{"id":"https://openalex.org/keywords/multi-agent-system","display_name":"Multi-agent system","score":0.45559999346733093},{"id":"https://openalex.org/keywords/prioritization","display_name":"Prioritization","score":0.451200008392334},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4169999957084656}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8759999871253967},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7648000121116638},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6144999861717224},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6047000288963318},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6039999723434448},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.5946000218391418},{"id":"https://openalex.org/C41550386","wikidata":"https://www.wikidata.org/wiki/Q529909","display_name":"Multi-agent system","level":2,"score":0.45559999346733093},{"id":"https://openalex.org/C2777615720","wikidata":"https://www.wikidata.org/wiki/Q11888847","display_name":"Prioritization","level":2,"score":0.451200008392334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44290000200271606},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4169999957084656},{"id":"https://openalex.org/C2780682718","wikidata":"https://www.wikidata.org/wiki/Q16321575","display_name":"Production control","level":3,"score":0.39730000495910645},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.382099986076355},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3555000126361847},{"id":"https://openalex.org/C155386361","wikidata":"https://www.wikidata.org/wiki/Q1649571","display_name":"Process control","level":3,"score":0.3310000002384186},{"id":"https://openalex.org/C2777909354","wikidata":"https://www.wikidata.org/wiki/Q1386523","display_name":"Production planning","level":3,"score":0.319599986076355},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.2815000116825104},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2766999900341034},{"id":"https://openalex.org/C5894958","wikidata":"https://www.wikidata.org/wiki/Q2297769","display_name":"Software agent","level":2,"score":0.26820001006126404},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.26750001311302185},{"id":"https://openalex.org/C13687954","wikidata":"https://www.wikidata.org/wiki/Q4826847","display_name":"Autonomous agent","level":2,"score":0.2621999979019165},{"id":"https://openalex.org/C74072328","wikidata":"https://www.wikidata.org/wiki/Q1142726","display_name":"Intelligent agent","level":2,"score":0.25929999351501465},{"id":"https://openalex.org/C99862985","wikidata":"https://www.wikidata.org/wiki/Q10858068","display_name":"Production line","level":2,"score":0.25920000672340393}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3640773","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3640773","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e6dfc1bb64c64b4dae2d58763d0c0bad","is_oa":true,"landing_page_url":"https://doaj.org/article/e6dfc1bb64c64b4dae2d58763d0c0bad","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 211448-211462 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3640773","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3640773","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.46443548798561096}],"awards":[{"id":"https://openalex.org/G5899935509","display_name":null,"funder_award_id":"SFB 1153\u2013252662854","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7295453956","display_name":null,"funder_award_id":"SFB 1153 ? 252662854","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Increases":[0],"in":[1,86,102,181],"market":[2],"turbulence,":[3],"a":[4,50,71,119,126,151,163,168,217,232,236,240],"broad":[5],"spectrum":[6],"of":[7,13,38,53,108,114,129,139,160,187,197,214,230],"customer":[8],"requirements,":[9],"and":[10,23,27,48,58,99,125,177,239],"the":[11,31,103,112,130,137,158,172,175,188,194,198,206,212,225],"dynamics":[12],"highly":[14],"saturated":[15],"markets":[16],"pose":[17],"significant":[18],"challenges":[19],"to":[20,33,44,79,96,156],"production":[21,25,123,169],"systems":[22,41],"their":[24],"planning":[26],"control":[28,124],"(PPC).":[29],"Alongside":[30],"necessity":[32],"accommodate":[34],"an":[35,115,142],"expanded":[36],"range":[37],"products,":[39],"these":[40,63],"are":[42],"required":[43],"facilitate":[45],"elevated":[46],"throughputs":[47],"offer":[49],"substantial":[51],"degree":[52],"adaptability":[54],"against":[55],"process":[56,132,195,219],"fluctuations":[57],"unanticipated":[59],"occurrences.":[60],"To":[61],"address":[62],"challenges,":[64],"reinforcement":[65],"learning":[66,82,218],"(RL)":[67],"has":[68],"emerged":[69],"as":[70,150,162],"promising":[72],"approach":[73],"for":[74],"optimizing":[75],"PPC.":[76,104],"In":[77],"contradistinction":[78],"alternative":[80],"machine":[81],"methodologies,":[83],"RL":[84,116,143,154,189,207,226],"engages":[85],"direct":[87,100],"interaction":[88],"with":[89,118],"its":[90,182],"environment,":[91],"thereby":[92],"facilitating":[93],"real-time":[94],"responses":[95],"system":[97],"alterations":[98],"interventions":[101],"The":[105,185,202],"primary":[106],"focus":[107],"this":[109,140],"work":[110],"is":[111,191,221,228],"implementation":[113,186],"agent":[117,144,173,190,208,227],"specific":[120],"emphasis":[121],"on":[122],"comprehensive":[127],"examination":[128],"sequencing":[131,161,215],"at":[133],"individual":[134],"workstations.":[135],"For":[136],"purpose":[138],"study,":[141],"was":[145],"employed,":[146],"which":[147],"uses":[148],"Q-learning":[149],"widely":[152],"used":[153],"algorithm,":[155],"automate":[157,211],"task":[159,213],"central":[164],"PPC":[165],"task.":[166],"From":[167],"logistics":[170],"perspective,":[171,243],"integrates":[174],"schedule-oriented":[176,242],"setup":[178],"time-oriented":[179],"perspectives":[180],"decision-making":[183],"processes.":[184],"embedded":[192],"within":[193],"chain":[196],"IFA":[199],"Learning":[200],"Factory.":[201],"findings":[203],"indicate":[204],"that":[205,220],"can":[209],"reliably":[210],"following":[216],"clearly":[222],"discernible.":[223],"Concurrently,":[224],"capable":[229],"establishing":[231],"balanced":[233],"prioritization":[234],"between":[235],"solely":[237,241],"setup-time-oriented":[238],"while":[244],"concurrently":[245],"pursuing":[246],"both":[247],"perspectives.":[248]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-12-05T00:00:00"}
