Leakage Diagnosis Framework for Water Distribution Networks using ABC

被引:1
作者
Rathore, Saruch Satishkumar [1 ]
Kallesoe, Carsten Skovmose [1 ,2 ]
Wisniewski, Rafal [1 ]
机构
[1] Aalborg Univ, Fredrik Bajers Vej 7, DK-9220 Aalborg, Denmark
[2] Grundfos Holding A S, Poul Due Jensens Vej 7, DK-8850 Bjerringbro, Denmark
关键词
Leakage localization and identification; Approximate Bayesian Computation; water; resources; graph theory; LOCALIZATION;
D O I
10.1016/j.ifacol.2023.10.944
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we present a novel approach for leakage localization and identification in water distribution networks using Approximate Bayesian Computation(ABC). A reduced pressure graph theory-based model is derived for the water networks. A leakage is considered an unknown parameter of the model which is to be estimated. Consumer demands are considered stochastic in nature and owing to that the model output, which is pressure, is also stochastic. The first moment of the model and the pressure measurements are compared to estimate probable leakages. Further, the probability distribution for the estimated leakages is computed using ABC. Results from an experimental test on a small-scale water network are also presented to demonstrate the approach.
引用
收藏
页码:8067 / 8072
页数:6
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