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Analysis, Quantification and Evaluation of Uncertainty

Schäffner, Maximilian ; Abele, Eberhard ; Anderl, Reiner ; Bölling, Christian ; Brötz, Johannes ; Dietrich, Ingo ; Feldmann, Robert ; Gehb, M. ; Geßner, Felix ; Hartig, Jakob ; Hedrich, Philipp ; Hoppe, Florian ; Kersting, Sebastian ; Kohler, Michael ; Lenz, Jonathan ; Martin, Daniel ; Matei, Alexander ; Melz, Tobias ; Öztürk, Tuğrul ; Pelz, Peter F. ; Pfetsch, Marc E. ; Platz, Roland ; Rexer, Manuel ; Staudter, Georg ; Ulbrich, Stefan ; Weber, Moritz ; Weigold, Matthias
Pelz, Peter F. ; Groche, Peter ; Pfetsch, Marc E. ; Schaeffner, Maximilian (eds.) (2021):
Analysis, Quantification and Evaluation of Uncertainty.
In: Springer Tracts in Mechanical Engineering (STME), In: Mastering Uncertainty in Mechanical Engineering, 1, pp. 113-207, Cham, Springer, ISBN 978-3-030-78356-3,
DOI: 10.1007/978-3-030-78354-9,
[Book Section]

Abstract

This chapter describes the various approaches to analyse, quantify and evaluate uncertainty along the phases of the product life cycle. It is based on the previous chapters that introduce a consistent classification of uncertainty and a holistic approach to master the uncertainty of technical systems in mechanical engineering. Here, the following topics are presented: the identification of uncertainty by modelling technical processes, the detection and handling of data-induced conflicts, the analysis, quantification and evaluation of model uncertainty as well as the representation and visualisation of uncertainty. The different approaches are discussed and demonstrated on exemplary technical systems.

Item Type: Book Section
Erschienen: 2021
Editors: Pelz, Peter F. ; Groche, Peter ; Pfetsch, Marc E. ; Schaeffner, Maximilian
Creators: Schäffner, Maximilian ; Abele, Eberhard ; Anderl, Reiner ; Bölling, Christian ; Brötz, Johannes ; Dietrich, Ingo ; Feldmann, Robert ; Gehb, M. ; Geßner, Felix ; Hartig, Jakob ; Hedrich, Philipp ; Hoppe, Florian ; Kersting, Sebastian ; Kohler, Michael ; Lenz, Jonathan ; Martin, Daniel ; Matei, Alexander ; Melz, Tobias ; Öztürk, Tuğrul ; Pelz, Peter F. ; Pfetsch, Marc E. ; Platz, Roland ; Rexer, Manuel ; Staudter, Georg ; Ulbrich, Stefan ; Weber, Moritz ; Weigold, Matthias
Title: Analysis, Quantification and Evaluation of Uncertainty
Language: English
Abstract:

This chapter describes the various approaches to analyse, quantify and evaluate uncertainty along the phases of the product life cycle. It is based on the previous chapters that introduce a consistent classification of uncertainty and a holistic approach to master the uncertainty of technical systems in mechanical engineering. Here, the following topics are presented: the identification of uncertainty by modelling technical processes, the detection and handling of data-induced conflicts, the analysis, quantification and evaluation of model uncertainty as well as the representation and visualisation of uncertainty. The different approaches are discussed and demonstrated on exemplary technical systems.

Book Title: Mastering Uncertainty in Mechanical Engineering
Series: Springer Tracts in Mechanical Engineering (STME)
Place of Publication: Cham
Publisher: Springer
Edition: 1
ISBN: 978-3-030-78356-3
Divisions: 16 Department of Mechanical Engineering
16 Department of Mechanical Engineering > Institut für Produktionstechnik und Umformmaschinen (PtU)
16 Department of Mechanical Engineering > Institute of Production Technology and Machine Tools (PTW)
Date Deposited: 08 Nov 2021 07:35
DOI: 10.1007/978-3-030-78354-9
URL / URN: https://link.springer.com/chapter/10.1007/978-3-030-78354-9_...
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