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International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP) (12th : 2015)
Parameter study on optimal sampling planning based on value of information Yoshida, Ikumasa
Abstract
A Method for determining optimal observation placement in Gaussian random field is formulated based on Value of Information (VoI). The proposed method can reflect not only uncertainty but also the consequence of false decision-making. Optimal number of observation is also evaluated based on total cost which is sum of observation cost and VoI. The usefulness of the method is demonstrated through two kinds of numerical examples which are optimal placement with or without existing observation. Parameter study is performed with respect to autocorrelation distance assumed in the Gaussian field.
Item Metadata
Title |
Parameter study on optimal sampling planning based on value of information
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Creator | |
Contributor | |
Date Issued |
2015-07
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Description |
A Method for determining optimal observation placement in Gaussian random field is
formulated based on Value of Information (VoI). The proposed method can reflect not only uncertainty
but also the consequence of false decision-making. Optimal number of observation is also evaluated
based on total cost which is sum of observation cost and VoI. The usefulness of the method is
demonstrated through two kinds of numerical examples which are optimal placement with or without
existing observation. Parameter study is performed with respect to autocorrelation distance assumed in
the Gaussian field.
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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 |
2015-05-15
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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 |
10.14288/1.0076069
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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