[HTML][HTML] Clustering and support vector regression for water demand forecasting and anomaly detection
A Candelieri - Water, 2017 - mdpi.com
This paper presents a completely data-driven and machine-learning-based approach, in two
stages, to first characterize and then forecast hourly water demand in the short term with …
stages, to first characterize and then forecast hourly water demand in the short term with …
An ensemble neural network model to forecast drinking water consumption
A reliable short-term forecasting model is fundamental to managing a water distribution
system properly. This study addresses the problem of the efficient development of a deep …
system properly. This study addresses the problem of the efficient development of a deep …
Fine tuning a PAT hydropower plant in a water supply network to improve system effectiveness
The installation of hydropower plants equipped with pumps as turbines (PATs) in water
supply systems has been demonstrated to be suitable and advantageous in order to both …
supply systems has been demonstrated to be suitable and advantageous in order to both …
[HTML][HTML] Burst detection in water distribution systems: The issue of dataset collection
Developing data-driven models for bursts detection is currently a demanding challenge for
efficient and sustainable management of water supply systems. The main limit in the …
efficient and sustainable management of water supply systems. The main limit in the …
[HTML][HTML] Probabilistic models for the peak residential water demand
Peak water demand is one of the most stringent operative conditions for a Water Distribution
System (WDS), not only for the intensity of the event itself, but also for its recurring nature …
System (WDS), not only for the intensity of the event itself, but also for its recurring nature …
[HTML][HTML] Exploring the statistical and distributional properties of residential water demand at fine time scales
P Kossieris, C Makropoulos - Water, 2018 - mdpi.com
Residential water demand consists one of the most uncertain factors posing extra difficulties
in the efficient planning and management of urban water systems. Currently, high resolution …
in the efficient planning and management of urban water systems. Currently, high resolution …
Performance of partitioned water distribution networks under spatial-temporal variability of water demand
A Di Nardo, M Di Natale, R Gargano… - … Modelling & Software, 2018 - Elsevier
Water network partitioning (WNP) into District Meter Areas allows improving pressure
management, water budget, leaks detection, compared to classical redundantly looped …
management, water budget, leaks detection, compared to classical redundantly looped …
[HTML][HTML] Simulating marginal and dependence behaviour of water demand processes at any fine time scale
Uncertainty-aware design and management of urban water systems lies on the generation
of synthetic series that should precisely reproduce the distributional and dependence …
of synthetic series that should precisely reproduce the distributional and dependence …
A mixed strategy based on self-organizing map for water demand pattern profiling of large-size smart water grid data
R Padulano, G Del Giudice - Water Resources Management, 2018 - Springer
In the present paper a procedure is introduced to detect water consumption patterns within
water distribution systems. The analysis is based on hourly consumption data referred to …
water distribution systems. The analysis is based on hourly consumption data referred to …
Optimal energy recovery by means of pumps as turbines (PATs) for improved WDS management
In water networks characterized by a significant variation in ground elevations the necessity
of pumping water in some areas is complicated by a conflicting requirement to reduce …
of pumping water in some areas is complicated by a conflicting requirement to reduce …