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International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP) (12th : 2015)
Discretization of structural reliability problems : an application to runway overrun Zwirglmaier, Kilian; Straub, Daniel
Abstract
Bayesian networks (BNs) are a powerful tool for efficiently representing joint probability distributions and updating probabilities in near real-time. We combine BNs with structural reliability concepts to develop a warning system for runway overrun of a landing aircraft, one of the most critical accident types in civil aviation. This warning system allows to use currently available measurements of the aircraft weight, the head wind and the approach speed to update the probability of runway overrun in-flight. Based on the probability, the system informs the pilots whether or not it is save to land. One of the key challenges when treating structural reliability problems in a discrete BN framework is the discretization of the continuous outcome space of the reliability problem. We apply a heuristic developed in Zwirglmaier and Straub (2014) to discretize the reliability problem, such that the discretization error is kept small with only a moderate number of discretization intervals.
Item Metadata
Title |
Discretization of structural reliability problems : an application to runway overrun
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Creator | |
Contributor | |
Date Issued |
2015-07
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Description |
Bayesian networks (BNs) are a powerful tool for efficiently representing joint probability
distributions and updating probabilities in near real-time. We combine BNs with structural reliability
concepts to develop a warning system for runway overrun of a landing aircraft, one of the most critical
accident types in civil aviation. This warning system allows to use currently available measurements of
the aircraft weight, the head wind and the approach speed to update the probability of runway overrun
in-flight. Based on the probability, the system informs the pilots whether or not it is save to land. One
of the key challenges when treating structural reliability problems in a discrete BN framework is the
discretization of the continuous outcome space of the reliability problem. We apply a heuristic
developed in Zwirglmaier and Straub (2014) to discretize the reliability problem, such that the
discretization error is kept small with only a moderate number of discretization intervals.
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Genre | |
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 |
10.14288/1.0076188
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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; Researcher
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Rights URI | |
Aggregated Source Repository |
DSpace
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Item Citations and Data
Rights
Attribution-NonCommercial-NoDerivs 2.5 Canada