FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386811006> ?p ?o ?g. }

• W4386811006 endingPage "22" @default.
• W4386811006 startingPage "15" @default.
• W4386811006 abstract "Matrix production systems (MPSs) offer significant advantages in flexibility and scalability when compared to conventional line-based production systems. However, they also pose major challenges when it comes to finding optimal decision policies for production planning and control, which is crucial to ensure that flexibility does not come at the cost of productivity. While standard planning methods such as decision rules or metaheuristics suffer from low solution quality and long computation times as problem complexity increases, search methods such as Monte Carlo Tree Search (MCTS) with Reinforcement Learning (RL) have proven powerful in optimising otherwise inhibitively complex problems. Despite its success, open questions remain as to when RL can be beneficial for industrial-scale problems. In this paper, we consider the application of MCTS with RL for optimising the reconfiguration of an MPS. We define two operational scenarios and evaluate the potential of RL in each. Taken more generally, our results provide context to better understand when RL can be beneficial in industrial-scale use cases." @default.
• W4386811006 created "2023-09-18" @default.
• W4386811006 creator A5024947850 @default.
• W4386811006 creator A5026597548 @default.
• W4386811006 creator A5055029625 @default.
• W4386811006 creator A5058886650 @default.
• W4386811006 creator A5082102532 @default.
• W4386811006 creator A5087467642 @default.
• W4386811006 date "2023-01-01" @default.
• W4386811006 modified "2023-09-27" @default.
• W4386811006 title "Optimisation of Matrix Production System Reconfiguration with Reinforcement Learning" @default.
• W4386811006 cites W1625390266 @default.
• W4386811006 cites W2062906563 @default.
• W4386811006 cites W2084795555 @default.
• W4386811006 cites W2257979135 @default.
• W4386811006 cites W2883164041 @default.
• W4386811006 cites W2893162497 @default.
• W4386811006 cites W2902907165 @default.
• W4386811006 cites W2969292548 @default.
• W4386811006 cites W3025899234 @default.
• W4386811006 cites W3083603052 @default.
• W4386811006 cites W3163015265 @default.
• W4386811006 cites W3194079519 @default.
• W4386811006 cites W3216203593 @default.
• W4386811006 cites W4285210702 @default.
• W4386811006 cites W4302010773 @default.
• W4386811006 cites W4302023701 @default.
• W4386811006 cites W4312553665 @default.
• W4386811006 cites W4313368014 @default.
• W4386811006 cites W4315487473 @default.
• W4386811006 cites W4317772700 @default.
• W4386811006 doi "https://doi.org/10.1007/978-3-031-42608-7_2" @default.
• W4386811006 hasPublicationYear "2023" @default.
• W4386811006 type Work @default.
• W4386811006 citedByCount "0" @default.
• W4386811006 crossrefType "book-chapter" @default.
• W4386811006 hasAuthorship W4386811006A5024947850 @default.
• W4386811006 hasAuthorship W4386811006A5026597548 @default.
• W4386811006 hasAuthorship W4386811006A5055029625 @default.
• W4386811006 hasAuthorship W4386811006A5058886650 @default.
• W4386811006 hasAuthorship W4386811006A5082102532 @default.
• W4386811006 hasAuthorship W4386811006A5087467642 @default.
• W4386811006 hasConcept C105795698 @default.
• W4386811006 hasConcept C119701452 @default.
• W4386811006 hasConcept C126255220 @default.
• W4386811006 hasConcept C127413603 @default.
• W4386811006 hasConcept C139719470 @default.
• W4386811006 hasConcept C149635348 @default.
• W4386811006 hasConcept C151730666 @default.
• W4386811006 hasConcept C154945302 @default.
• W4386811006 hasConcept C162324750 @default.
• W4386811006 hasConcept C19499675 @default.
• W4386811006 hasConcept C2777909354 @default.
• W4386811006 hasConcept C2778348673 @default.
• W4386811006 hasConcept C2779343474 @default.
• W4386811006 hasConcept C2780598303 @default.
• W4386811006 hasConcept C33923547 @default.
• W4386811006 hasConcept C41008148 @default.
• W4386811006 hasConcept C46149586 @default.
• W4386811006 hasConcept C48044578 @default.
• W4386811006 hasConcept C77088390 @default.
• W4386811006 hasConcept C78519656 @default.
• W4386811006 hasConcept C86803240 @default.
• W4386811006 hasConcept C97541855 @default.
• W4386811006 hasConcept C99862985 @default.
• W4386811006 hasConceptScore W4386811006C105795698 @default.
• W4386811006 hasConceptScore W4386811006C119701452 @default.
• W4386811006 hasConceptScore W4386811006C126255220 @default.
• W4386811006 hasConceptScore W4386811006C127413603 @default.
• W4386811006 hasConceptScore W4386811006C139719470 @default.
• W4386811006 hasConceptScore W4386811006C149635348 @default.
• W4386811006 hasConceptScore W4386811006C151730666 @default.
• W4386811006 hasConceptScore W4386811006C154945302 @default.
• W4386811006 hasConceptScore W4386811006C162324750 @default.
• W4386811006 hasConceptScore W4386811006C19499675 @default.
• W4386811006 hasConceptScore W4386811006C2777909354 @default.
• W4386811006 hasConceptScore W4386811006C2778348673 @default.
• W4386811006 hasConceptScore W4386811006C2779343474 @default.
• W4386811006 hasConceptScore W4386811006C2780598303 @default.
• W4386811006 hasConceptScore W4386811006C33923547 @default.
• W4386811006 hasConceptScore W4386811006C41008148 @default.
• W4386811006 hasConceptScore W4386811006C46149586 @default.
• W4386811006 hasConceptScore W4386811006C48044578 @default.
• W4386811006 hasConceptScore W4386811006C77088390 @default.
• W4386811006 hasConceptScore W4386811006C78519656 @default.
• W4386811006 hasConceptScore W4386811006C86803240 @default.
• W4386811006 hasConceptScore W4386811006C97541855 @default.
• W4386811006 hasConceptScore W4386811006C99862985 @default.
• W4386811006 hasLocation W43868110061 @default.
• W4386811006 hasOpenAccess W4386811006 @default.
• W4386811006 hasPrimaryLocation W43868110061 @default.
• W4386811006 hasRelatedWork W2019497183 @default.
• W4386811006 hasRelatedWork W2021613616 @default.
• W4386811006 hasRelatedWork W2030453359 @default.
• W4386811006 hasRelatedWork W2075357434 @default.
• W4386811006 hasRelatedWork W2091698538 @default.
• W4386811006 hasRelatedWork W2947153091 @default.
• W4386811006 hasRelatedWork W4297924489 @default.

• next