A hybrid Wavelet-CNN-LSTM deep learning model for short-term urban water demand forecasting

Z Pu, J Yan, L Chen, Z Li, W Tian, T Tao… - Frontiers of Environmental …, 2023 - Springer
Short-term water demand forecasting provides guidance on real-time water allocation in the
water supply network, which help water utilities reduce energy cost and avoid potential …

[HTML][HTML] Developing an LSTM model to forecast the monthly water consumption according to the effects of the climatic factors in Yazd, Iran

A Niknam, HK Zare, H Hosseininasab… - Journal of Engineering …, 2023 - Elsevier
Forecasting water demand based on past consumption patterns is one of the main methods
of planning the water supplies in urban areas, especially where water shortage and multiple …

[HTML][HTML] Enhancing accuracy and interpretability of multi-steps water demand prediction through prior knowledge integration in neural network architecture

Z Pu, D Han, H Yan, T Tao, K Xin - Water Research X, 2024 - Elsevier
In the field of water supply management, multi-steps water demand forecasting plays a
crucial role. While there have been many studies related to multi-steps water demand …

Smart water demand forecasting: Learning from the data

M Xenochristou, Z Kapelan… - International …, 2018 - researchportal.bath.ac.uk
Accurate forecasts of demand are essential for water utilities in order to manage, plan, and
optimize the operation of their network. This work aims to develop a new method for short …

Investigating the influence of weather on water consumption: a Dutch Case Study:(032)

M Xenochristou, M Blokker - WDSA/CCWI Joint …, 2018 - ojs.library.queensu.ca
Water availability is a major concern of modern societies. As the pressure of fulfilling
increasing demands under an uncertain climate increases, the need to understand how …

An experimental water consumption regression model for typical administrative buildings in the Czech Republic

J Rucka, J Holesovsky, T Suchacek, L Tuhovcak - Water, 2018 - mdpi.com
Pressure management is the basic step of reducing water losses from water supply systems
(WSSs). The reduction of direct water losses is reliably achieved by reducing pressure in the …

The Dependence of Water Consumption on the Pressure Conditions and Sensitivity Analysis of the Input Parameters

L Tuhovcak, T Suchacek, J Rucka - Proceedings, 2018 - mdpi.com
The paper presents results and sensitivity analysis of the results of a real detailed study
focused on changes in water consumption and its unevenness with changing pressure …