GSTDTAP  > 资源环境科学
DOI10.1029/2019WR025879
Bayesian Update and Method of Distributions: Application to Leak Detection in Transmission Mains
Alawadhi, Abdulrahman1; Tartakovsky, Daniel M.1
2020-02-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2020
卷号56期号:2
文章类型Article
语种英语
国家USA
英文摘要

Water-hammer equations are used to describe transient flow in pipe networks. Uncertainty in model parameters, initial and boundary conditions, and location and strength of a possible leak renders deterministic predictions of this system untenable. When deployed in conjunction with pressure measurements, probabilistic solutions of the water-hammer equations serve as a tool for detecting leaks in pipes. We use the method of distributions to obtain a probability density function (PDF) for pressure head, whose dynamics are described by the stochastic water-hammer equations. This PDF provides a prior distribution for subsequent Bayesian data assimilation, in which data collected by pressure sensors are combined with this prior to obtain a posterior PDF of the leak location and size. We conduct a series of numerical experiments with uncertain initial velocity and measurement noise to ascertain the robustness and accuracy of the proposed approach. The results show the method's ability to identify the leak location and strength in a water transmission main.


英文关键词uncertainty stochastic PDF method data assimilation
领域资源环境
收录类别SCI-E
WOS记录号WOS:000535672800071
WOS关键词TRANSIENTS ; PIPELINES ; PIPES
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/280557
专题资源环境科学
作者单位1.Univ Calif San Diego, Dept Mech & Aerosp Engn, La Jolla, CA 92093 USA;
2.Stanford Univ, Dept Energy Resources Engn, Stanford, CA 94305 USA
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GB/T 7714
Alawadhi, Abdulrahman,Tartakovsky, Daniel M.. Bayesian Update and Method of Distributions: Application to Leak Detection in Transmission Mains[J]. WATER RESOURCES RESEARCH,2020,56(2).
APA Alawadhi, Abdulrahman,&Tartakovsky, Daniel M..(2020).Bayesian Update and Method of Distributions: Application to Leak Detection in Transmission Mains.WATER RESOURCES RESEARCH,56(2).
MLA Alawadhi, Abdulrahman,et al."Bayesian Update and Method of Distributions: Application to Leak Detection in Transmission Mains".WATER RESOURCES RESEARCH 56.2(2020).
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