Employing robotics and deep learning in underground leak detection

A Awwad, L Albasha, HS Mir… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
Leaks in water distribution networks (WDNs) produce significant economic losses. These
leaks from underground pipelines affect the surrounding environment in different ways that …

Deepaup: A deep neural network framework for abnormal underground heat transport pipelines

M Lee, H Ji, E Park - IEEE Transactions on Automation Science …, 2023 - ieeexplore.ieee.org
Pipeline inspection methods are continuously being developed, given that the safe
maintenance and operation of heat transport pipelines is one of the most important issues in …

UAV image analysis for leakage detection in district heating systems using machine learning

K Hossain, F Villebro, S Forchhammer - Pattern Recognition Letters, 2020 - Elsevier
In this paper, we propose automatic energy leakage detection in underground pipes of
district heating systems based on Infrared (IR) images, captured by an Unmanned Aerial …

Technological platform for hydrogeological risk computation and water leakage detection based on a convolutional neural network

A Massaro, A Panarese… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
An effective method of managing water pipelines is essential for maximizing water efficiency
and preserving water quality for both human and agricultural use. The aim of this study is to …

[PDF][PDF] Detecting and locating leaks in underground water mains using thermography

M Fahmy, O Moselhi - … of the 26th International Symposium on …, 2009 - researchgate.net
Water systems all over the world experience water losses. Leakage is the most common
reason of water loss. Problems associated with water main leaks are a growing concern …

CNN-LSTM neural network applied for thermal infrared underground water leakage

A Massaro, A Panarese, S Selicato… - … on Metrology for …, 2021 - ieeexplore.ieee.org
In this paper is proposed a methodological approach for the detection of leaks in water
pipelines. The approach is based on the use of Infrared Thermography (IRT) for the real time …

Water pipeline monitoring and leak detection using soil moisture sensors: IoT based solution

M Elleuchi, R Khelif, M Kharrat, M Aseeri… - … Multi-Conference on …, 2019 - ieeexplore.ieee.org
One of the main concerns in the water management field are the leakage detection and
location of water pipes. In recent years, Water Pipeline Monitoring (WPM) has attracted …

An efficient system for water leak detection and localization based on IoT and lightweight deep learning

M Boujelben, Z Benmessaoud, M Abid, M Elleuchi - Internet of Things, 2023 - Elsevier
Abstract Nowadays, Water Distribution Networks (WDNs) efficiency is limited due to leakage
issues, which result in large water losses that exceed about one third of the input volume …

IoT based water leakage detection using smart objects for smart city

R Marathe, M Tapale, V Jadhav… - … and Virtual Mobile …, 2021 - ieeexplore.ieee.org
Water has become valuable these days due to the scarcity of water from different sources.
Currently, there are many problems regarding the wastage of water resource around us and …

[HTML][HTML] Using convolutional neural networks in the development of a water pipe leakage and location identification system

YL Tsai, HC Chang, SN Lin, AH Chiou, TL Lee - Applied Sciences, 2022 - mdpi.com
To overcome the challenges brought about by abnormal weather and the growing industrial
water consumption in Taiwan, the Taiwanese government is transporting water from the …