Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287647132> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4287647132 abstract "Additive Manufacturing presents a great application area for Machine Learning because of the vast volume of data generated and the potential to mine this data to control outcomes. In this paper we present preliminary work on classifying infrared time-series data representing melt-pool temperature in a metal 3D printing process. Our ultimate objective is to use this data to predict process outcomes (e.g. hardness, porosity, surface roughness). In the work presented here we simply show that there is a signal in this data that can be used for the classification of different components and stages of the AM process. In line with other Machine Learning research on time-series classification we use k-Nearest Neighbour classifiers. The results we present suggests that Dynamic Time Warping is an effective distance measure compared with alternatives for 3D printing data of this type." @default.
- W4287647132 created "2022-07-25" @default.
- W4287647132 creator A5028009856 @default.
- W4287647132 creator A5059144722 @default.
- W4287647132 creator A5069529520 @default.
- W4287647132 creator A5088080517 @default.
- W4287647132 date "2020-10-02" @default.
- W4287647132 modified "2023-10-16" @default.
- W4287647132 title "An Evaluation of Classification Methods for 3D Printing Time-Series Data" @default.
- W4287647132 doi "https://doi.org/10.48550/arxiv.2010.00903" @default.
- W4287647132 hasPublicationYear "2020" @default.
- W4287647132 type Work @default.
- W4287647132 citedByCount "0" @default.
- W4287647132 crossrefType "posted-content" @default.
- W4287647132 hasAuthorship W4287647132A5028009856 @default.
- W4287647132 hasAuthorship W4287647132A5059144722 @default.
- W4287647132 hasAuthorship W4287647132A5069529520 @default.
- W4287647132 hasAuthorship W4287647132A5088080517 @default.
- W4287647132 hasBestOaLocation W42876471321 @default.
- W4287647132 hasConcept C111919701 @default.
- W4287647132 hasConcept C119857082 @default.
- W4287647132 hasConcept C121332964 @default.
- W4287647132 hasConcept C124101348 @default.
- W4287647132 hasConcept C127313418 @default.
- W4287647132 hasConcept C127413603 @default.
- W4287647132 hasConcept C143724316 @default.
- W4287647132 hasConcept C151406439 @default.
- W4287647132 hasConcept C151730666 @default.
- W4287647132 hasConcept C153180895 @default.
- W4287647132 hasConcept C154945302 @default.
- W4287647132 hasConcept C18762648 @default.
- W4287647132 hasConcept C20556612 @default.
- W4287647132 hasConcept C2780009758 @default.
- W4287647132 hasConcept C41008148 @default.
- W4287647132 hasConcept C62520636 @default.
- W4287647132 hasConcept C78519656 @default.
- W4287647132 hasConcept C88516994 @default.
- W4287647132 hasConcept C98045186 @default.
- W4287647132 hasConceptScore W4287647132C111919701 @default.
- W4287647132 hasConceptScore W4287647132C119857082 @default.
- W4287647132 hasConceptScore W4287647132C121332964 @default.
- W4287647132 hasConceptScore W4287647132C124101348 @default.
- W4287647132 hasConceptScore W4287647132C127313418 @default.
- W4287647132 hasConceptScore W4287647132C127413603 @default.
- W4287647132 hasConceptScore W4287647132C143724316 @default.
- W4287647132 hasConceptScore W4287647132C151406439 @default.
- W4287647132 hasConceptScore W4287647132C151730666 @default.
- W4287647132 hasConceptScore W4287647132C153180895 @default.
- W4287647132 hasConceptScore W4287647132C154945302 @default.
- W4287647132 hasConceptScore W4287647132C18762648 @default.
- W4287647132 hasConceptScore W4287647132C20556612 @default.
- W4287647132 hasConceptScore W4287647132C2780009758 @default.
- W4287647132 hasConceptScore W4287647132C41008148 @default.
- W4287647132 hasConceptScore W4287647132C62520636 @default.
- W4287647132 hasConceptScore W4287647132C78519656 @default.
- W4287647132 hasConceptScore W4287647132C88516994 @default.
- W4287647132 hasConceptScore W4287647132C98045186 @default.
- W4287647132 hasLocation W42876471321 @default.
- W4287647132 hasOpenAccess W4287647132 @default.
- W4287647132 hasPrimaryLocation W42876471321 @default.
- W4287647132 hasRelatedWork W1551040145 @default.
- W4287647132 hasRelatedWork W1804650660 @default.
- W4287647132 hasRelatedWork W1978267164 @default.
- W4287647132 hasRelatedWork W2370689718 @default.
- W4287647132 hasRelatedWork W2504972167 @default.
- W4287647132 hasRelatedWork W2586959940 @default.
- W4287647132 hasRelatedWork W3092399163 @default.
- W4287647132 hasRelatedWork W3113083505 @default.
- W4287647132 hasRelatedWork W3118503757 @default.
- W4287647132 hasRelatedWork W2182136398 @default.
- W4287647132 isParatext "false" @default.
- W4287647132 isRetracted "false" @default.
- W4287647132 workType "article" @default.