Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1029/2019WR025879 |
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
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ISSN | 0043-1397 |
EISSN | 1944-7973 |
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 |
推荐引用方式 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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