[HTML][HTML] The role of deep learning in urban water management: A critical review

G Fu, Y **, S Sun, Z Yuan, D Butler - Water Research, 2022 - Elsevier
Deep learning techniques and algorithms are emerging as a disruptive technology with the
potential to transform global economies, environments and societies. They have been …

Acoustic leak detection approaches for water pipelines

H Fan, S Tariq, T Zayed - Automation in construction, 2022 - Elsevier
A reliable leak detection approach is necessary for reducing water loss caused by leakages.
Our research reviews the existing acoustic leak detection approaches, including devices for …

Advanced acoustic leak detection in water distribution networks using integrated generative model

R Liu, T Zayed, R **ao - Water Research, 2024 - Elsevier
Water distribution networks (WDNs) experience significant water loss due to leaks,
necessitating advanced water leak detection methods. However, machine learning-based …

[HTML][HTML] Leakage detection in water distribution networks via 1D CNN deep autoencoder for multivariate SCADA data

HM Tornyeviadzi, R Seidu - Engineering Applications of Artificial …, 2023 - Elsevier
Leakages are undesirable events in water distribution networks (WDNs) with mostly
unknown incident time making it extremely difficult to accurately label leaks in distribution …

Advancing deep learning-based acoustic leak detection methods towards application for water distribution systems from a data-centric perspective

Y Wu, X Ma, G Guo, T Jia, Y Huang, S Liu, J Fan, X Wu - Water Research, 2024 - Elsevier
Against the backdrop of severe leakage issue in water distribution systems (WDSs),
numerous researchers have focused on the development of deep learning-based acoustic …

Leak detection in water distribution systems by classifying vibration signals

T Yu, X Chen, W Yan, Z Xu, M Ye - Mechanical Systems and Signal …, 2023 - Elsevier
In addition to the issues of water quality and economic losses, leakages in pipe networks are
a potential danger to public safety. Early detection of water leaks in pipe networks is crucial …

Leak detection and localization in water distribution networks using conditional deep convolutional generative adversarial networks

MM Rajabi, P Komeilian, X Wan, R Farmani - Water Research, 2023 - Elsevier
This paper explores the use of 'conditional convolutional generative adversarial
networks'(CDCGAN) for image-based leak detection and localization (LD&L) in water …

Data-driven application of MEMS-based accelerometers for leak detection in water distribution networks

S Tariq, B Bakhtawar, T Zayed - Science of The Total Environment, 2022 - Elsevier
Water scarcity is a global concern; 68 countries are facing extremely-high to medium-high
risk of water stress. In this era of crisis, where water conservation is an absolute necessity …

Feature selection of acoustic signals for leak detection in water pipelines

Z Xu, H Liu, G Fu, Y Zeng, Y Li - Tunnelling and Underground Space …, 2024 - Elsevier
Water pipelines often have small cracks and leaks over time due to various degradation
process. Acoustic emission technique is an outstanding method in leak detection for low cost …

Leak detection in real water distribution networks based on acoustic emission and machine learning

A Fares, IA Tijani, Z Rui, T Zayed - Environmental Technology, 2023 - Taylor & Francis
Water scarcity as well as social and economic damages caused by the increasing amounts
of non-revenue water in the water distribution networks (WDNs) have been prompting …