Leak detection for household pipelines based on a smart valve with single pressure and flow sensors

被引:2
|
作者
Cesani, D. [1 ]
Mazzoleni, M. [1 ]
Previdi, F. [1 ]
机构
[1] Univ Bergamo, Dept Management Informat & Prod Engn, Via Marconi 5, I-2044 Dalmine, Bg, Italy
来源
IFAC PAPERSONLINE | 2024年 / 58卷 / 04期
关键词
Leak detection; Fault Detection; Anomaly Detection; Water Networks;
D O I
10.1016/j.ifacol.2024.07.252
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Household pipelines leaks are a major source of water wastage, and several leak detection techniques have been developed. As a result, manufacturers started to produce smart valves, able to autonomously detect water leaks in house plumbing networks. A smart valve is an electronically controllable valve provided with some sensors, that must be closed if a leak is detected. The valve closure is controlled by an embedded computational unit that analyses the valve sensors data with a Leak Detection system composed by a set of algorithms. This work proposes a Leak Detection system to monitor a household plumbing network both when an house utility is opened and when all utilities are closed, considering a single flow sensor and single pressure sensor in the smart valve. The proposed Leak Detection system consists of three algorithms: (1) an if-then-else construct (2) a fault detection algorithm based on a logistic regression model, and (3) an anomaly detection algorithm based on the multivariate Gaussian distribution. The effectiveness of the Leak Detection system is experimentally evaluated on a laboratory house plumbing network, considering different utilities. Copyright (c) 2024 The Authors. This is an open access article under the CC BY-NC-ND license (https://creativecommons.org/licenses/by-nc-nd/4.0/)
引用
收藏
页码:408 / 413
页数:6
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