Short-term water demand forecast based on deep learning method
Short-time water demand forecasting is essential for optimal control in a water distribution
system (WDS). Current methods (eg, time-series models and conventional artificial neural …
system (WDS). Current methods (eg, time-series models and conventional artificial neural …
A deep-level decomposed model to accelerate hydraulic simulations in large water distribution networks
S Guo, K ** and
applying real-time models or digital twins to simulate hydraulic behaviors in large-scale …
applying real-time models or digital twins to simulate hydraulic behaviors in large-scale …
Deep fuzzy map** nonparametric model for real-time demand estimation in water distribution systems: A new perspective
Hydraulic modeling has been recognized as a valuable tool for improving the design,
operation, and management of water distribution systems (WDSs) as it allows engineers to …
operation, and management of water distribution systems (WDSs) as it allows engineers to …
Maintaining the long-term accuracy of water distribution models with data assimilation methods: A comparative study
X Zhou, S Guo, K **n, W Xu, T Tao, H Yan - Water Research, 2022 - Elsevier
The upgrading of water supply services is calling for more accurate and adaptive numerical
models to give insight into actual water distribution systems (WDSs), which underlines the …
models to give insight into actual water distribution systems (WDSs), which underlines the …
Calibration procedure for water distribution systems: Comparison among hydraulic models
Proper hydraulic simulation models, which are fundamental to analyse a water distribution
system, require a calibration procedure. This paper proposes a multi-objective procedure to …
system, require a calibration procedure. This paper proposes a multi-objective procedure to …
Performance assessment for short-term water demand forecasting models on distinctive water uses in Korea
It is crucial to forecast the water demand accurately for supplying water efficiently and stably
in a water supply system. In particular, accurately forecasting short-term water demand helps …
in a water supply system. In particular, accurately forecasting short-term water demand helps …
Modelling and incorporating the variable demand patterns to the calibration of water distribution system hydraulic model
Calibration of a water distribution system (WDS) hydraulic model requires adjusting several
parameters including hourly or sub-hourly demand multipliers, pipe roughness and settings …
parameters including hourly or sub-hourly demand multipliers, pipe roughness and settings …
Online state estimation in water distribution systems via Extended Kalman Filtering
Operators of water distribution systems (WDSs) need continuous and timely information on
pressures and flows to ensure smooth operation and respond quickly to unexpected events …
pressures and flows to ensure smooth operation and respond quickly to unexpected events …
Pressure-Based Demand Aggregation and Calibration of Normal and Abnormal Diurnal Patterns for Smart Water Grid in Near Real-Time
AWZ Chew, ZY Wu, X Meng, J Cai, J Pok… - Journal of Water …, 2023 - ascelibrary.org
An adequately calibrated hydraulic model is critically to the water distribution digital twin,
which requires accurate representation of a water distribution network (WDN) in near real …
which requires accurate representation of a water distribution network (WDN) in near real …
Short-term bathwater demand forecasting for shared shower rooms in smart campuses using machine learning methods
G Zhang, Y Hu, D Yang, L Ma, M Zhang, X Liu - Water, 2022 - mdpi.com
Water scarcity is a growing threat to humankind. At university campuses, there is a need for
shared shower room managers to forecast the demand for bath water accurately. Accurate …
shared shower room managers to forecast the demand for bath water accurately. Accurate …