A Review on Current Technologies and Future Direction of Water Leakage Detection in Water Distribution Network
Обзор современных технологий и перспективных направлений обнаружения утечек воды в сетях водоснабжения
2022-01-01
SCID: 54.1/amwtjtb2
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IoT technologyacoustic sensorsmachine learning algorithmswater distribution networkswater leakage detection
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Abstract (AI)
Water leakage in the supply system is a silent problem that costs billions of dollars yearly. As these supply pipes are mostly underground, this leakage remains undetected for a long time. In 2019, Liemberger and Wyatt estimated an annual loss of thirty-nine billion dollars due to water leakage in the supply pipe. In this systematic review, we have analyzed forty-seven articles about water leakage detection and location research. The aim is to find the new technology, trends, and possible direction in this research field. We have derived four research questions. The first question was about how the research evolved over time, and we have observed that researchers focus more on experimental data collection, ML algorithms, and IoT technology. The second question was about the sensor the researcher was using. The most popular sensors researchers have used are: vibration, acoustic, and flow sensors, as they are cheap and easy to install. We can also see some novel applications of image and optical fiber sensors. The third question was about the trend in the algorithm. ML and threshold-based algorithms are dominating the field. The fourth question was about the communication technology trend, and WIFI, cellular IoT, and LoRa technology are leading the space capturing 80% of the research.
Key Findings
1
Machine-learning and threshold-based methods dominate current leakage-detection algorithms, while image and optical-fiber sensors represent emerging applications.
2
Research increasingly emphasizes experimental data collection, machine-learning algorithms, and Internet of Things technologies.
3
The systematic review analyzes 47 studies on water leakage detection and localization technologies, trends, and future research directions.
4
Vibration, acoustic, and flow sensors are the most widely used because they are relatively inexpensive and easy to install.
5
Wi-Fi, cellular IoT, and LoRa are the leading communication technologies, together appearing in 80% of the reviewed research.
Research Object
water distribution networks and their underground supply pipes
Research Subject
technologies, trends, and future directions for detecting and locating water leakage, including sensor, algorithm, and communication technology use
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2022-01-01
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