Search Results - "Zanfei, Ariele"
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A short-term water demand forecasting model using multivariate long short-term memory with meteorological data
Published in Journal of hydroinformatics (01-09-2022)“…Abstract Sustainable management of water resources is a key challenge nowadays and in the future. Water distribution systems have to ensure fresh water for all…”
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Graph Neural Networks for Sensor Placement: A Proof of Concept towards a Digital Twin of Water Distribution Systems
Published in Water (Basel) (01-07-2024)“…Urban water management faces new challenges due to the rise of digital solutions and abundant data, leading to the development of data-centric tools for…”
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3
Tuning ANN Hyperparameters for Forecasting Drinking Water Demand
Published in Applied sciences (01-05-2021)“…The evolution of smart water grids leads to new Big Data challenges boosting the development and application of Machine Learning techniques to support…”
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4
AI-Forecast: an innovative and practical tool for short-term water demand forecasting
Published in Water science & technology. Water supply (01-04-2024)“…ABSTRACT Water management is a major contemporary and future challenge. In an increasing water demand scenario related to climate change, a water distribution…”
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Calibration Procedure for Water Distribution Systems: Comparison among Hydraulic Models
Published in Water (Basel) (01-05-2020)“…Proper hydraulic simulation models, which are fundamental to analyse a water distribution system, require a calibration procedure. This paper proposes a…”
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A Digital Twin of a Water Distribution System by Using Graph Convolutional Networks for Pump Speed-Based State Estimation
Published in Water (Basel) (01-02-2022)“…Water distribution system monitoring is currently carried out using advanced real-time control technologies to achieve a higher operational efficiency. Data…”
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7
Burst Detection in Water Distribution Systems: The Issue of Dataset Collection
Published in Applied sciences (01-11-2020)“…Developing data-driven models for bursts detection is currently a demanding challenge for efficient and sustainable management of water supply systems. The…”
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Assessment of ERA5-Land Data in Medium-Term Drinking Water Demand Modelling with Deep Learning
Published in Water (Basel) (01-04-2023)“…Drinking water demand modelling and forecasting is a crucial task for sustainable management and planning of water supply systems. Despite many short-term…”
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An Investigation on the Effect of Leakages on the Water Quality Parameters in Distribution Networks
Published in Water (Basel) (01-01-2023)“…Leakages in distribution networks reach more than 30% of the water supplied, entailing important risks for the water infrastructure with water contamination…”
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10
Optimal Selection and Monitoring of Nodes Aimed at Supporting Leakages Identification in WDS
Published in Water (Basel) (26-03-2019)“…Many efforts have been made in recent decades to formulate strategies for improving the efficiency of water distribution systems (WDS), led by the…”
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11
Graph Convolutional Recurrent Neural Networks for Water Demand Forecasting
Published in Water resources research (01-07-2022)“…Short‐term forecasting of water demand is a crucial process for managing efficiently water supply systems. This paper proposes to develop a novel graph…”
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12
Short-term hydropower optimization driven by innovative time-adapting econometric model
Published in Applied energy (15-03-2022)“…The ongoing transformation of the electricity market has reshaped the hydropower production paradigm for storage reservoir systems, with a shift from…”
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13
Shall we always use hydraulic models? A graph neural network metamodel for water system calibration and uncertainty assessment
Published in Water research (Oxford) (15-08-2023)“…Representing reality in a numerical model is complex. Conventionally, hydraulic models of water distribution networks are a tool for replicating water supply…”
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14
Micro hydro power generation in water distribution networks through the optimal pumps-as-turbines sizing and control
Published in Applied energy (01-12-2023)“…Sustainable use of water and energy sources is a crucial challenge for smart and resilient urban water infrastructure. At this aim, this study presents a…”
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15
An Ensemble Neural Network Model to Forecast Drinking Water Consumption
Published in Journal of water resources planning and management (01-05-2022)“…AbstractA reliable short-term forecasting model is fundamental to managing a water distribution system properly. This study addresses the problem of the…”
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16
Optimal Rehabilitation Procedure for Intermittent Water Supply Systems
Published in Journal of water resources planning and management (01-06-2024)“…AbstractWater demand continuously increases in urban zones, and water scarcity is frequently associated with a lack or a reduction of water availability at…”
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17
Optimizing pump operations in water distribution networks: Balancing energy efficiency, water quality and operational constraints
Published in Journal of water process engineering (01-06-2024)“…Optimizing pump operation in urban water distribution systems represents a critical task for enhancing energy efficiency. Despite extensive research, achieving…”
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18
How Does Missing Data Imputation Affect the Forecasting of Urban Water Demand?
Published in Journal of water resources planning and management (01-11-2022)“…AbstractNowadays, drinking water demand forecasting has become fundamental to efficiently manage water distribution systems. With the growth of accessible data…”
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19
Assessing downscaling techniques for frequency analysis, total precipitation and rainy day estimation in CMIP6 simulations over hydrological years
Published in Hydrology and earth system sciences (07-05-2024)“…General circulation models generate climate simulations on grids with resolutions ranging from 50 to 600 km. The resulting coarse spatial resolution of the…”
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Exploring the feasibility of Support Vector Machine for short-term hydrological forecasting in South Tyrol: challenges and prospects
Published in SN applied sciences (22-03-2024)“…Short-term hydrological forecasting is crucial for suitable multipurpose water resource management involving water uses, hydrological security, and renewable…”
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