Smart Meter Data Analysis: Modelling And Clustering Patterns In Water Distribution Systems

Water utilities increasingly require a deeper understanding of users' water demand to optimize resource management and meet customer needs. The adoption of smart metering solutions enables the collection of detailed consumption data. This study presents a methodology for identifying usage patterns by analysing smart meter data. In particular, the authors introduce a machine learning methodology to identify user profiles from smart meter water consumption data. Clustering results are graphically interpreted and compared, providing insights into consumption habits and assessing the methodology's effectiveness and stability.

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Publication Details

Published
2025-06-24
DOI
https://doi.org/10.7148/2025-0353
Primary Topic
Water Systems and Optimization
Type
article
Field-Weighted Citation Impact
0.00

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article

Smart Meter Data Analysis: Modelling And Clustering Patterns In Water Distribution Systems

Roberto Gueli, Salvatore Cavalieri, Mariaelena Berlotti, Sarah Di Grande
1 links
Water Systems and Optimization
article

Smart Meter Data Analysis: Modelling And Clustering Patterns In Water Distribution Systems

Roberto Gueli, Salvatore Cavalieri, Mariaelena Berlotti, Sarah Di Grande
article en

Abstract

Water utilities increasingly require a deeper understanding of users' water demand to optimize resource management and meet customer needs. The adoption of smart metering solutions enables the collection of detailed consumption data. This study presents a methodology for identifying usage patterns by analysing smart meter data. In particular, the authors introduce a machine learning methodology to identify user profiles from smart meter water consumption data. Clustering results are graphically interpreted and compared, providing insights into consumption habits and assessing the methodology's effectiveness and stability.

Università di Catania
Openalex Percentile: Top 81%
Water Systems and Optimization
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