FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386098501> ?p ?o ?g. }

• W4386098501 endingPage "3509" @default.
• W4386098501 startingPage "3509" @default.
• W4386098501 abstract "Additive manufacturing (AM), especially the extrusion-based process, has many process parameters which influence the resulting part properties. Those parameters have complex interdependencies and are therefore difficult if not impossible to model analytically. Machine learning (ML) is a promising approach to find suitable combinations of process parameters for manufacturing a part with desired properties without having to analytically model the process in its entirety. However, ML-based approaches are typically black box models. Therefore, it is difficult to verify their output and to derive process knowledge from such approaches. This study uses interpretable machine learning methods to derive process knowledge from interpreted data sets by analyzing the model’s feature importance. Using fused layer modeling (FLM) as an exemplary manufacturing technology, it is shown that the process can be characterized entirely. Therefore, sweet spots for process parameters can be determined objectively. Additionally, interactions between parameters are discovered, and the basis for further investigations is established." @default.
• W4386098501 created "2023-08-24" @default.
• W4386098501 creator A5009306462 @default.
• W4386098501 creator A5018196105 @default.
• W4386098501 creator A5019111293 @default.
• W4386098501 creator A5028794353 @default.
• W4386098501 creator A5029544118 @default.
• W4386098501 creator A5071058373 @default.
• W4386098501 date "2023-08-23" @default.
• W4386098501 modified "2023-09-27" @default.
• W4386098501 title "Acquiring Process Knowledge in Extrusion-Based Additive Manufacturing via Interpretable Machine Learning" @default.
• W4386098501 cites W1678356000 @default.
• W4386098501 cites W1969737594 @default.
• W4386098501 cites W2056132907 @default.
• W4386098501 cites W2142615681 @default.
• W4386098501 cites W2340219707 @default.
• W4386098501 cites W2793435880 @default.
• W4386098501 cites W2896636662 @default.
• W4386098501 cites W2910705748 @default.
• W4386098501 cites W2915998740 @default.
• W4386098501 cites W2965274764 @default.
• W4386098501 cites W2966693206 @default.
• W4386098501 cites W2973104365 @default.
• W4386098501 cites W3035517615 @default.
• W4386098501 cites W3116286104 @default.
• W4386098501 cites W3164450493 @default.
• W4386098501 cites W4200622061 @default.
• W4386098501 cites W4245952513 @default.
• W4386098501 cites W4252568523 @default.
• W4386098501 cites W4384789604 @default.
• W4386098501 doi "https://doi.org/10.3390/polym15173509" @default.
• W4386098501 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37688135" @default.
• W4386098501 hasPublicationYear "2023" @default.
• W4386098501 type Work @default.
• W4386098501 citedByCount "0" @default.
• W4386098501 crossrefType "journal-article" @default.
• W4386098501 hasAuthorship W4386098501A5009306462 @default.
• W4386098501 hasAuthorship W4386098501A5018196105 @default.
• W4386098501 hasAuthorship W4386098501A5019111293 @default.
• W4386098501 hasAuthorship W4386098501A5028794353 @default.
• W4386098501 hasAuthorship W4386098501A5029544118 @default.
• W4386098501 hasAuthorship W4386098501A5071058373 @default.
• W4386098501 hasBestOaLocation W43860985011 @default.
• W4386098501 hasConcept C111919701 @default.
• W4386098501 hasConcept C119857082 @default.
• W4386098501 hasConcept C127413603 @default.
• W4386098501 hasConcept C13736549 @default.
• W4386098501 hasConcept C138885662 @default.
• W4386098501 hasConcept C154945302 @default.
• W4386098501 hasConcept C159985019 @default.
• W4386098501 hasConcept C174998907 @default.
• W4386098501 hasConcept C17744445 @default.
• W4386098501 hasConcept C185874996 @default.
• W4386098501 hasConcept C191897082 @default.
• W4386098501 hasConcept C192562407 @default.
• W4386098501 hasConcept C199539241 @default.
• W4386098501 hasConcept C21547014 @default.
• W4386098501 hasConcept C21880701 @default.
• W4386098501 hasConcept C2776401178 @default.
• W4386098501 hasConcept C2778958987 @default.
• W4386098501 hasConcept C2987875673 @default.
• W4386098501 hasConcept C41008148 @default.
• W4386098501 hasConcept C41895202 @default.
• W4386098501 hasConcept C76956256 @default.
• W4386098501 hasConcept C98045186 @default.
• W4386098501 hasConceptScore W4386098501C111919701 @default.
• W4386098501 hasConceptScore W4386098501C119857082 @default.
• W4386098501 hasConceptScore W4386098501C127413603 @default.
• W4386098501 hasConceptScore W4386098501C13736549 @default.
• W4386098501 hasConceptScore W4386098501C138885662 @default.
• W4386098501 hasConceptScore W4386098501C154945302 @default.
• W4386098501 hasConceptScore W4386098501C159985019 @default.
• W4386098501 hasConceptScore W4386098501C174998907 @default.
• W4386098501 hasConceptScore W4386098501C17744445 @default.
• W4386098501 hasConceptScore W4386098501C185874996 @default.
• W4386098501 hasConceptScore W4386098501C191897082 @default.
• W4386098501 hasConceptScore W4386098501C192562407 @default.
• W4386098501 hasConceptScore W4386098501C199539241 @default.
• W4386098501 hasConceptScore W4386098501C21547014 @default.
• W4386098501 hasConceptScore W4386098501C21880701 @default.
• W4386098501 hasConceptScore W4386098501C2776401178 @default.
• W4386098501 hasConceptScore W4386098501C2778958987 @default.
• W4386098501 hasConceptScore W4386098501C2987875673 @default.
• W4386098501 hasConceptScore W4386098501C41008148 @default.
• W4386098501 hasConceptScore W4386098501C41895202 @default.
• W4386098501 hasConceptScore W4386098501C76956256 @default.
• W4386098501 hasConceptScore W4386098501C98045186 @default.
• W4386098501 hasFunder F4320320879 @default.
• W4386098501 hasIssue "17" @default.
• W4386098501 hasLocation W43860985011 @default.
• W4386098501 hasLocation W43860985012 @default.
• W4386098501 hasOpenAccess W4386098501 @default.
• W4386098501 hasPrimaryLocation W43860985011 @default.
• W4386098501 hasRelatedWork W2034310777 @default.
• W4386098501 hasRelatedWork W2063328687 @default.
• W4386098501 hasRelatedWork W2066078706 @default.
• W4386098501 hasRelatedWork W2356511218 @default.
• W4386098501 hasRelatedWork W2897586768 @default.

• next