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International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP) (12th : 2015)
Dimension reduction methods for reliability problems Breitung, Karl
Abstract
In reliability problems in high dimensional spaces it is important to identify the essential structure of the problem. Which variables can be neglected and which not? Here statistical dimension reduction methods help to simplify the complexity of structures. FORM/SORM can be seen as early example of dimension reduction concepts. Since these approaches do not rely on the smoothness properties of the limit state functions, they can be applied also for problems with noise. Three such methods are described. Further an approach giving the SORM factor as a ratio of small surface areas is outlined.
Item Metadata
Title |
Dimension reduction methods for reliability problems
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Creator | |
Contributor | |
Date Issued |
2015-07
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Description |
In reliability problems in high dimensional spaces it is important to identify the essential
structure of the problem. Which variables can be neglected and which not? Here statistical dimension
reduction methods help to simplify the complexity of structures. FORM/SORM can be seen as early
example of dimension reduction concepts. Since these approaches do not rely on the smoothness
properties of the limit state functions, they can be applied also for problems with noise. Three such
methods are described. Further an approach giving the SORM factor as a ratio of small surface areas is
outlined.
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Type | |
Language |
eng
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Notes |
This collection contains the proceedings of ICASP12, the 12th International Conference on Applications of Statistics and Probability in Civil Engineering held in Vancouver, Canada on July 12-15, 2015. Abstracts were peer-reviewed and authors of accepted abstracts were invited to submit full papers. Also full papers were peer reviewed. The editor for this collection is Professor Terje Haukaas, Department of Civil Engineering, UBC Vancouver.
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Date Available |
2015-05-21
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivs 2.5 Canada
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DOI |
10.14288/1.0076113
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URI | |
Affiliation | |
Citation |
Haukaas, T. (Ed.) (2015). Proceedings of the 12th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP12), Vancouver, Canada, July 12-15.
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Peer Review Status |
Unreviewed
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Scholarly Level |
Faculty
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DSpace
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Rights
Attribution-NonCommercial-NoDerivs 2.5 Canada