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Mining data to design value: a demonstrator in early design
Blekinge Tekniska Högskola, Fakulteten för teknikvetenskaper, Institutionen för maskinteknik.ORCID-id: 0000-0001-5114-4811
Blekinge Tekniska Högskola, Fakulteten för teknikvetenskaper, Institutionen för maskinteknik.ORCID-id: 0000-0002-9662-4576
Scania Group, SWE.
Volvo Construction Equipment, SWE.
2017 (engelsk)Inngår i: DS87-7 PROCEEDINGS OF THE 21ST INTERNATIONAL CONFERENCE ON ENGINEERING DESIGN (ICED 17), VOL 7: DESIGN THEORY AND RESEARCH METHODOLOGY / [ed] Fadel G.,Salustri F.,Kim H.,Skec S.,Van der Loos M.,Maier A.M.,Kokkolaras M.,Oehmen J., The Design Society, 2017, Vol. 7, s. 21-29, artikkel-id DS87-7Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

The paper presents a study run to verify the applicability of data mining algorithms as

decision support in early design stages of a product development project. The paper

describes a two-stage scenario providing the rationale for the application of data science in

engineering design. Furthermore, it describes a demonstrator showing how data can be fed

back to the early design stages and can be used to populate models to reduce uncertainty in

decision making. A wheel loader for constructions works is the reference product for the

demonstration. Data mining is applied on a dataset built on machine performances and

contextual and environmental data. The demonstrator focuses on the estimation of the fuel

consumption of alternative design concepts and estimates the performance variations given

different contextual variable. Finally, a way of visualizing the results of the data analysis in

relation to the tested and expected performances is presented.

sted, utgiver, år, opplag, sider
The Design Society, 2017. Vol. 7, s. 21-29, artikkel-id DS87-7
Emneord [en]
Early design decision, Data Mining, Value Driven Design, Decision making, Demonstrator
HSV kategori
Identifikatorer
URN: urn:nbn:se:bth-14999ISI: 000455214900003ISBN: 978-1-904670-95-7 (tryckt)OAI: oai:DiVA.org:bth-14999DiVA, id: diva2:1131607
Konferanse
ICED17 21st International Conference on Engineering Design, Vancouver
Prosjekter
KKS MD3S Research ProfileTilgjengelig fra: 2017-08-15 Laget: 2017-08-15 Sist oppdatert: 2019-06-27bibliografisk kontrollert

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Bertoni, AlessandroLarsson, Tobias

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