A method for predicting long-term municipal water demands under climate change

SL Zubaidi, S Ortega-Martorell, P Kot… - Water Resources …, 2020 - Springer
The accurate forecast of water demand is challenging for water utilities, specifically when
considering the implications of climate change. As such, this is the first study that focuses on …

A Novel approach for predicting monthly water demand by combining singular spectrum analysis with neural networks

SL Zubaidi, J Dooley, RM Alkhaddar, M Abdellatif… - Journal of …, 2018 - Elsevier
Valid and dependable water demand prediction is a major element of the effective and
sustainable expansion of municipal water infrastructures. This study provides a novel …

Short-term urban water demand prediction considering weather factors

SL Zubaidi, SK Gharghan, J Dooley… - Water resources …, 2018 - Springer
Accurate and reliable forecasting plays a key role in the planning and designing of
municipal water supply infrastructures. Recent studies related to water demand prediction …

Urban water demand prediction for a city that suffers from climate change and population growth: Gauteng province case study

SL Zubaidi, S Ortega-Martorell, H Al-Bugharbee, I Olier… - Water, 2020 - mdpi.com
The proper management of a municipal water system is essential to sustain cities and
support the water security of societies. Urban water estimating has always been a …

Hybridised artificial neural network model with slime mould algorithm: a novel methodology for prediction of urban stochastic water demand

SL Zubaidi, IH Abdulkareem, KS Hashim… - Water, 2020 - mdpi.com
Urban water demand prediction based on climate change is always challenging for water
utilities because of the uncertainty that results from a sudden rise in water demand due to …

A critical review of short-term water demand forecasting tools—what method should i use?

A Niknam, HK Zare, H Hosseininasab, A Mostafaeipour… - Sustainability, 2022 - mdpi.com
The challenge for city authorities goes beyond managing growing cities, since as cities
develop, their exposure to climate change effects also increases. In this scenario, urban …

Predicting water demand: A review of the methods employed and future possibilities

G de Souza Groppo, MA Costa, M Libânio - Water Supply, 2019 - iwaponline.com
The balance between water supply and demand requires efficient water supply system
management techniques. This balance is achieved through operational actions, many of …

[HTML][HTML] A novel methodology to predict monthly municipal water demand based on weather variables scenario

SL Zubaidi, K Hashim, S Ethaib, NSS Al-Bdairi… - Journal of King Saud …, 2022 - Elsevier
This study provides a novel methodology to predict monthly water demand based on several
weather variables scenarios by using combined techniques including discrete wavelet …

Short-term water demand forecasting using machine learning techniques

A Antunes, A Andrade-Campos… - Journal of …, 2018 - iwaponline.com
Nowadays, a large number of water utilities still manage their operation on the instant water
demand of the network, meaning that the use of the equipment is conditioned by the …

Identifying prominent explanatory variables for water demand prediction using artificial neural networks: a case study of Bangkok

MS Babel, VR Shinde - Water resources management, 2011 - Springer
The water demand of a city is a complex and non linear function of climatic, socioeconomic,
institutional and management variables. Identifying the prominent variables among these is …