A systematic literature review on lake water level prediction models

S Ozdemir, M Yaqub, SO Yildirim - Environmental Modelling & Software, 2023 - Elsevier
Global climate change has led to large fluctuations in lake levels in recent years as
meteorological and hydrological parameters have changed and water use has been …

A multi-source data-driven model of lake water level based on variational modal decomposition and external factors with optimized bi-directional long short-term …

R Tan, Y Hu, Z Wang - Environmental Modelling & Software, 2023 - Elsevier
An accurate prediction of lake water levels is of great significance to water resource
regulation, flood prevention and mitigation. However, water level fluctuations have been …

Prediction of Water Level in Lakes by RNN-Based Deep Learning Algorithms to Preserve Sustainability in Changing Climate and Relationship to Microcystin

S Ozdemir, S Ozkan Yildirim - Sustainability, 2023 - mdpi.com
In recent years, intensive water use combined with global climate change has increased
fluctuations in freshwater lake levels, hydrological characteristics, water quality, and water …

Forecasting environmental water availability of lakes using temporal fusion transformer: case studies of China's two largest freshwater lakes

F Huang, CG Ochoa, Q Li, X Shen, Z Qian… - Environmental …, 2024 - Springer
Preserving lacustrine ecosystems is vital for sustainable watershed development, and
forecasting the environmental water availability of lakes would support policymakers in …

Model-based prediction of water levels for the Great Lakes: a comparative analysis

O Kurt - Earth Science Informatics, 2024 - Springer
This comprehensive study addresses the correlation between water levels and
meteorological features, including air temperature, evaporation, and precipitation, to …

[HTML][HTML] Parallel investigations of remote sensing and ground-truth Lake Chad's level data using statistical and machine learning methods

KN Djimadoumngar - Applied Computing and Geosciences, 2023 - Elsevier
Lake Chad is facing critical situations since the 1960s due to the effects of climate change
and anthropogenic activities. The statistical analyses of remote sensing climate variables (ie …

Development of a Decision-Support Tool for Managing Drinking Water Reservoir by Using Machine Learning and Deep Learning Methods

S Özdemir - 2023 - open.metu.edu.tr
Global climate change has led to large fluctuations in lake levels in recent years, due to both
changing meteorological parameters and intensive water use. A shift in input or output …