A review of the artificial neural network models for water quality prediction

Y Chen, L Song, Y Liu, L Yang, D Li - Applied Sciences, 2020 - mdpi.com
… and non-stationarity of water quality well. In recent years, the … in water quality prediction.
We have conducted extensive investigation and analysis on ANN-based water quality prediction

Data-driven water quality analysis and prediction: A survey

G Kang, JZ Gao, G Xie - … on big data computing service and …, 2017 - ieeexplore.ieee.org
… Geological Survey (USGS) online resource called National Water Information System (NWIS…
) time series model for efficient water quality prediction. The motivation behind using ANN …

Machine learning methods for better water quality prediction

AN Ahmed, FB Othman, HA Afan, RK Ibrahim… - Journal of …, 2019 - Elsevier
… In any aquatic system analysis, the modelling water quality … of a water quality prediction model
for better water resource … relatively difficult to make an accurate prediction. Hence, a Neuro…

Recent advances in surface water quality prediction using artificial intelligence models

Q Zhang, X You - Water Resources Management, 2024 - Springer
water quality prediction plays a vital role in sustainable water management. The artificial
intelligence models commonly used in water … these models in surface water quality modeling is …

Artificial intelligence-based single and hybrid models for prediction of water quality in rivers: A review

T Rajaee, S Khani, M Ravansalar - Chemometrics and Intelligent …, 2020 - Elsevier
water quality prediction were selected. The review of these papers is undertaken in terms of
the … These data are publicly available from the US geological survey (USGS), national water

Application of artificial neural networks for water quality prediction

A Najah, A El-Shafie, OA Karim… - Neural Computing and …, 2013 - Springer
… essential step for water quality prediction model and required more survey and analysis that
… ensemble procedure, would be desirable in future water quality prediction research studies. …

Research progress in water quality prediction based on deep learning technology: a review

W Li, Y Zhao, Y Zhu, Z Dong, F Wang… - Environmental Science and …, 2024 - Springer
… of deep learning-based water quality prediction models, because understanding and …
accurate water quality prediction. Although challenges such as data scarcity, long-term prediction

A Review of Various Water Quality Prediction Models and Techniques

A Mittal, S Patwal, M Adhikari… - 2023 5th International …, 2023 - ieeexplore.ieee.org
… A water quality prediction method which is based on long and short… The summary of the
literature survey done in this study is … presents a comparative analysis of water quality prediction. …

A Comprehensive Review of Machine Learning for Water Quality Prediction over the Past Five Years

X Yan, T Zhang, W Du, Q Meng, X Xu… - Journal of Marine Science …, 2024 - mdpi.com
… This review provides a comprehensive overview of the recent advancements in machine
learning applied to water quality prediction. Despite an extensive survey and comparison of …

A survey on river water quality modelling using artificial intelligence models: 2000–2020

TM Tung, ZM Yaseen - Journal of Hydrology, 2020 - Elsevier
… Last decades’ research has immensely focussed on river basin water quality (WQ)
prediction, risk assessment and pollutant classification techniques to design more potent …