A Critical Review of Short-Term Water Demand Forecasting Tools—What Method Should I Use?
Published 2022 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
A Critical Review of Short-Term Water Demand Forecasting Tools—What Method Should I Use?
Authors
Keywords
-
Journal
Sustainability
Volume 14, Issue 9, Pages 5412
Publisher
MDPI AG
Online
2022-05-03
DOI
10.3390/su14095412
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Models for forecasting water demand using time series analysis: a case study in Southern Brazil
- (2021) Danielle C. M. Ristow et al. Journal of Water Sanitation and Hygiene for Development
- Water Demand Prediction Using Machine Learning Methods: A Case Study of the Beijing–Tianjin–Hebei Region in China
- (2021) Qing Shuang et al. Water
- An Innovative Hourly Water Demand Forecasting Preprocessing Framework with Local Outlier Correction and Adaptive Decomposition Techniques
- (2021) Shiyuan Hu et al. Water
- Short-term water demand predictions coupling an Artificial Neural Network model and a Genetic Algorithm
- (2021) Majid Gholami Shirkoohi et al. Water Science and Technology-Water Supply
- Quantifying the impact of the COVID-19 lockdown on household water consumption patterns in England
- (2021) Halidu Abu-Bakar et al. npj Clean Water
- Probabilistic urban water demand forecasting using wavelet-based machine learning models
- (2021) Mostafa Rezaali et al. JOURNAL OF HYDROLOGY
- Deep learning with long short-term memory neural networks combining wavelet transform and principal component analysis for daily urban water demand forecasting
- (2021) Baigang Du et al. EXPERT SYSTEMS WITH APPLICATIONS
- A novel deep neural network architecture for real-time water demand forecasting
- (2021) Tony Salloom et al. JOURNAL OF HYDROLOGY
- Performance Assessment for Short-Term Water Demand Forecasting Models on Distinctive Water Uses in Korea
- (2021) Kang-Min Koo et al. Sustainability
- Smart meters data for modeling and forecasting water demand at the user-level
- (2020) Jorge E. Pesantez et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Nonlinear Dynamic Modeling of Urban Water Consumption Using Chaotic Approach (Case Study: City of Kelowna)
- (2020) Peyman Yousefi et al. Water
- Forecasting water demand across a rapidly urbanizing region
- (2020) Georgina M. Sanchez et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Water demand forecasting accuracy and influencing factors at different spatial scales using a Gradient Boosting Machine
- (2020) M. Xenochristou et al. WATER RESOURCES RESEARCH
- Hybrid Models for Water Demand Forecasting
- (2020) Prerna Pandey et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- A Comparison of Short-Term Water Demand Forecasting Models
- (2019) E. Pacchin et al. WATER RESOURCES MANAGEMENT
- Machine Learning for Modeling Water Demand
- (2019) Maria C. Villarin et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Extended linear and non-linear auto-regressive models for forecasting the urban water consumption of a fast-growing city in an arid region
- (2019) Mohammad Ebrahim Banihabib et al. Sustainable Cities and Society
- A Short-Term Data Based Water Consumption Prediction Approach
- (2019) Rafael Benítez et al. Energies
- Estimating Peak Daily Water Demand Under Different Climate Change and Vacation Scenarios
- (2019) Vonk et al. Water
- Detecting urban water consumption patterns: a time-series clustering approach
- (2019) Joaquim Leitão et al. Water Science and Technology-Water Supply
- Predicting water demand: a review of the methods employed and future possibilities
- (2019) Gustavo de Souza Groppo et al. Water Science and Technology-Water Supply
- An improved whale optimization algorithm for forecasting water resources demand
- (2019) Wenyan Guo et al. APPLIED SOFT COMPUTING
- Integrated nonlinear daily water demand forecast model (case study: City of Guelph, Canada)
- (2019) Shahrzad Gharabaghi et al. JOURNAL OF HYDROLOGY
- Forecast of urban water consumption under the impact of climate change
- (2019) N. Rasifaghihi et al. Sustainable Cities and Society
- Water demand forecasting by trend and harmonic analysis
- (2018) Edward Kozłowski et al. Archives of Civil and Mechanical Engineering
- Optimisation of water demand forecasting by artificial intelligence with short data sets
- (2018) Rafael González Perea et al. BIOSYSTEMS ENGINEERING
- Tuning hyperparameters of a SVM-based water demand forecasting system through parallel global optimization
- (2018) Antonio Candelieri et al. COMPUTERS & OPERATIONS RESEARCH
- Forecasting urban household water demand with statistical and machine learning methods using large space-time data: A Comparative study
- (2018) Isaac Duerr et al. ENVIRONMENTAL MODELLING & SOFTWARE
- An R package for EPANET simulations
- (2018) Ernesto Arandia et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Increased performance in the short-term water demand forecasting through the use of a parallel adaptive weighting strategy
- (2018) A. Sardinha-Lourenço et al. JOURNAL OF HYDROLOGY
- Water demand time series generation for distribution network modeling and water demand forecasting
- (2018) Bruno Melo Brentan et al. Urban Water Journal
- Gene Expression Programming Coupled with Unsupervised Learning: A Two-Stage Learning Process in Multi-Scale, Short-Term Water Demand Forecasts
- (2018) Sina Shabani et al. Water
- A geospatially-enabled web tool for urban water demand forecasting and assessment of alternative urban water management strategies
- (2017) Sybil Sharvelle et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Water demand forecasting: review of soft computing methods
- (2017) Iman Ghalehkhondabi et al. ENVIRONMENTAL MONITORING AND ASSESSMENT
- Hybrid regression model for near real-time urban water demand forecasting
- (2017) Bruno M. Brentan et al. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS
- Spatial econometric analysis on influencing factors of water consumption efficiency in urbanizing China
- (2017) Chao Bao et al. Journal of Geographical Sciences
- Monthly Water Consumption Prediction Using Season Algorithm and Wavelet Transform–Based Models
- (2017) Abdusselam Altunkaynak et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Julia: A Fresh Approach to Numerical Computing
- (2017) Jeff Bezanson et al. SIAM REVIEW
- A Probabilistic Short-Term Water Demand Forecasting Model Based on the Markov Chain
- (2017) Francesca Gagliardi et al. Water
- A Short-Term Water Demand Forecasting Model Using a Moving Window on Previously Observed Data
- (2017) Elena Pacchin et al. Water
- Clustering and Support Vector Regression for Water Demand Forecasting and Anomaly Detection
- (2017) Antonio Candelieri Water
- Monthly Water Consumption Prediction Using Season Algorithm and Wavelet Transform–Based Models
- (2017) Abdusselam Altunkaynak et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- An R package for reading EPANET files
- (2016) Bradley J. Eck ENVIRONMENTAL MODELLING & SOFTWARE
- Impact of Starting Position and Searching Mechanism on the Evolutionary Algorithm Convergence Rate
- (2016) Weiwei Bi et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Tailoring Seasonal Time Series Models to Forecast Short-Term Water Demand
- (2016) Ernesto Arandia et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Forecasting Water Demand in Residential, Commercial, and Industrial Zones in Bogotá, Colombia, Using Least-Squares Support Vector Machines
- (2016) Carlos Peña-Guzmán et al. MATHEMATICAL PROBLEMS IN ENGINEERING
- Assessing and Modelling the Influence of Household Characteristics on Per Capita Water Consumption
- (2016) Wa’el A. Hussien et al. WATER RESOURCES MANAGEMENT
- Water Demand Modelling Using Independent Component Regression Technique
- (2016) Md Mahmudul Haque et al. WATER RESOURCES MANAGEMENT
- Impact of Starting Position and Searching Mechanism on the Evolutionary Algorithm Convergence Rate
- (2016) Weiwei Bi et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Tailoring Seasonal Time Series Models to Forecast Short-Term Water Demand
- (2016) Ernesto Arandia et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- A probabilistic methodology for quantifying, diagnosing and reducing model structural and predictive errors in short term water demand forecasting
- (2015) Christopher J. Hutton et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Medium-Term Urban Water Demand Forecasting with Limited Data Using an Ensemble Wavelet–Bootstrap Machine-Learning Approach
- (2015) Mukesh K. Tiwari et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Urban Residential Water Demand Prediction Based on Artificial Neural Networks and Time Series Models
- (2015) Muhammad A. Al-Zahrani et al. WATER RESOURCES MANAGEMENT
- Medium-Term Urban Water Demand Forecasting with Limited Data Using an Ensemble Wavelet–Bootstrap Machine-Learning Approach
- (2015) Mukesh K. Tiwari et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Adaptive water demand forecasting for near real-time management of smart water distribution systems
- (2014) Michele Romano et al. ENVIRONMENTAL MODELLING & SOFTWARE
- A multi-scale relevance vector regression approach for daily urban water demand forecasting
- (2014) Yun Bai et al. JOURNAL OF HYDROLOGY
- Metamodel-assisted optimization based on multiple kernel regression for mixed variables
- (2014) Manuel Herrera et al. STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION
- Spatial Determinants of Urban Residential Water Demand in Fortaleza, Brazil
- (2014) Diego de Maria André et al. WATER RESOURCES MANAGEMENT
- Identifying Residential Water End Uses Underpinning Peak Day and Peak Hour Demand
- (2013) Cara D. Beal et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- A probabilistic forecast of water demand for a tourist and desalination dependent city: Case of Mecca, Saudi Arabia
- (2012) Ibrahim Almutaz et al. DESALINATION
- ANN-based residential water end-use demand forecasting model
- (2012) Christopher Bennett et al. EXPERT SYSTEMS WITH APPLICATIONS
- Hybrid Water Demand Forecasting Model Associating Artificial Neural Network with Fourier Series
- (2012) Frederico Keizo Odan et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Principal Factor Analysis for Forecasting Diurnal Water-Demand Pattern Using Combined Rough-Set and Fuzzy-Clustering Technique
- (2012) Jing-qing Liu et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Urban Water Demand Forecasting: Review of Methods and Models
- (2012) Emmanuel A. Donkor et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- End use water consumption in households: impact of socio-demographic factors and efficient devices
- (2011) Rachelle M. Willis et al. JOURNAL OF CLEANER PRODUCTION
- System dynamics modeling for municipal water demand estimation in an urban region under uncertain economic impacts
- (2011) Cheng Qi et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- Hybrid Fuzzy Regression–Artificial Neural Network for Improvement of Short-Term Water Consumption Estimation and Forecasting in Uncertain and Complex Environments: Case of a Large Metropolitan City
- (2011) A. Azadeh et al. JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT
- Municipal Water Demand Forecasting: Tools for Intervention Time Series
- (2011) M. Herrera et al. STOCHASTIC ANALYSIS AND APPLICATIONS
- Comparison of multiple linear and nonlinear regression, autoregressive integrated moving average, artificial neural network, and wavelet artificial neural network methods for urban water demand forecasting in Montreal, Canada
- (2011) Jan Adamowski et al. WATER RESOURCES RESEARCH
- Water demand forecasting in Umm Al-Quwain using the constant rate model
- (2010) Mohamed M. Mohamed et al. DESALINATION
- Forecasting monthly urban water demand using Extended Kalman Filter and Genetic Programming
- (2010) Mohsen Nasseri et al. EXPERT SYSTEMS WITH APPLICATIONS
- Comparison of Multivariate Regression and Artificial Neural Networks for Peak Urban Water-Demand Forecasting: Evaluation of Different ANN Learning Algorithms
- (2010) Jan Adamowski et al. JOURNAL OF HYDROLOGIC ENGINEERING
- Comparative analysis of neural network techniques for predicting water consumption time series
- (2010) Mahmut Firat et al. JOURNAL OF HYDROLOGY
- Predictive models for forecasting hourly urban water demand
- (2010) Manuel Herrera et al. JOURNAL OF HYDROLOGY
- Alarming visual display monitors affecting shower end use water and energy conservation in Australian residential households
- (2010) Rachelle M. Willis et al. RESOURCES CONSERVATION AND RECYCLING
- Performance of Combined Double Seasonal Univariate Time Series Models for Forecasting Water Demand
- (2009) Jorge Caiado JOURNAL OF HYDROLOGIC ENGINEERING
- Spatial Analysis of Water Use in Oregon, USA, 1985–2005
- (2008) Jon Franczyk et al. WATER RESOURCES MANAGEMENT
Create your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create NowAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started