@article{ART003076574},
author={Jae-Heung Lee and Yun-Sung Oh and Jun-Hyeok Min},
title={Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm},
journal={Journal of Internet of Things and Convergence},
issn={2466-0078},
year={2024},
volume={10},
number={2},
pages={17-23}
TY - JOUR
AU - Jae-Heung Lee
AU - Yun-Sung Oh
AU - Jun-Hyeok Min
TI - Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm
JO - Journal of Internet of Things and Convergence
PY - 2024
VL - 10
IS - 2
PB - The Korea Internet of Things Society
SP - 17
EP - 23
SN - 2466-0078
AB - Losses in domestic water supply due to leaks are very large, such as fractures and defects in pipelines. Therefore, preventive measures to prevent water leakage are necessary. We propose the development of a leakage detection sensor utilizing vibration sensors and present an optimal leakage detection algorithm leveraging artificial intelligence. Vibrational sound data acquired from water pipelines undergo a preprocessing stage using FFT (Fast Fourier Transform), followed by leakage classification using an optimized tree-based boosting algorithm. Applying this method to approximately 260,000 experimental data points from various real-world scenarios resulted in a 97% accuracy, a 4% improvement over existing SVM(Support Vector Machine) methods. The processing speed also increased approximately 80 times, confirming its suitability for edge device applications.
KW - Leakage detection;Water pipes;FFT(Fast Fourier Transform);Tree-based algorithms;Frequency spectrum
DO -
UR -
ER -
Jae-Heung Lee, Yun-Sung Oh and Jun-Hyeok Min. (2024). Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm. Journal of Internet of Things and Convergence, 10(2), 17-23.
Jae-Heung Lee, Yun-Sung Oh and Jun-Hyeok Min. 2024, "Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm", Journal of Internet of Things and Convergence, vol.10, no.2 pp.17-23.
Jae-Heung Lee, Yun-Sung Oh, Jun-Hyeok Min "Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm" Journal of Internet of Things and Convergence 10.2 pp.17-23 (2024) : 17.
Jae-Heung Lee, Yun-Sung Oh, Jun-Hyeok Min. Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm. 2024; 10(2), 17-23.
Jae-Heung Lee, Yun-Sung Oh and Jun-Hyeok Min. "Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm" Journal of Internet of Things and Convergence 10, no.2 (2024) : 17-23.
Jae-Heung Lee; Yun-Sung Oh; Jun-Hyeok Min. Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm. Journal of Internet of Things and Convergence, 10(2), 17-23.
Jae-Heung Lee; Yun-Sung Oh; Jun-Hyeok Min. Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm. Journal of Internet of Things and Convergence. 2024; 10(2) 17-23.
Jae-Heung Lee, Yun-Sung Oh, Jun-Hyeok Min. Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm. 2024; 10(2), 17-23.
Jae-Heung Lee, Yun-Sung Oh and Jun-Hyeok Min. "Leakage Detection Method in Water Pipe using Tree-based Boosting Algorithm" Journal of Internet of Things and Convergence 10, no.2 (2024) : 17-23.
