Water Distribution Networks are known to lose a consistent percentage of drinkable water due to the presence of leakages. In this paper it is proposed a solution to detect water leaks consisting of: i) a new sensing equipment able to acoustically monitor the external surface of a newly laid underground pipe; ii) a training of several machine learning models able to analyse the data collected by the new sensing equipment; iii) a user dashboard to give the final user the possibility to monitor the pipe’s condition. The research process included the generation of artificial leakages capable to produce a suitable dataset necessary to properly train machine learning models onto.

Giaconia G.C., Valvo F.L., Ladjery K., Di Puma F., Falla J., Christou I.T., et al. (2024). Vibration-based water leakage detection system for public open data platforms. THE INTERNATIONAL ARCHIVES OF THE PHOTOGRAMMETRY, REMOTE SENSING AND SPATIAL INFORMATION SCIENCES, 48, 71-76 [10.5194/isprs-archives-XLVIII-4-W10-2024-71-2024].

Vibration-based water leakage detection system for public open data platforms

Giaconia G. C.
Conceptualization
;
2024-06-04

Abstract

Water Distribution Networks are known to lose a consistent percentage of drinkable water due to the presence of leakages. In this paper it is proposed a solution to detect water leaks consisting of: i) a new sensing equipment able to acoustically monitor the external surface of a newly laid underground pipe; ii) a training of several machine learning models able to analyse the data collected by the new sensing equipment; iii) a user dashboard to give the final user the possibility to monitor the pipe’s condition. The research process included the generation of artificial leakages capable to produce a suitable dataset necessary to properly train machine learning models onto.
4-giu-2024
Settore ING-INF/01 - Elettronica
Settore ING-INF/05 - Sistemi Di Elaborazione Delle Informazioni
8th International Conference on Smart Data and Smart Cities (SDSC2024)
University of West Attica Athens Greece
4-7 June 2024
Giaconia G.C., Valvo F.L., Ladjery K., Di Puma F., Falla J., Christou I.T., et al. (2024). Vibration-based water leakage detection system for public open data platforms. THE INTERNATIONAL ARCHIVES OF THE PHOTOGRAMMETRY, REMOTE SENSING AND SPATIAL INFORMATION SCIENCES, 48, 71-76 [10.5194/isprs-archives-XLVIII-4-W10-2024-71-2024].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10447/644333
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