Utilising Machine Learning for Pan Evaporation Prediction - A Case Study in Western Australia

• Main Authors: Abed M., Imteaz M.A., Ahmed A.N.
• Other Authors: 36612762700
• Format: Conference Paper
• Published: Newswood Limited 2024
• Subjects: Evaporation; Self-Attention; Stephens and Stewart Model; Transformer Model; Climate change; Correlation methods; Forecasting; Machine learning; Water management; Wind; Case-studies; Evaporation rate; Machine-learning; Modeling performance; Pan evaporation; Self-attention; Stephen and stewart model; Transformer modeling; Waters resources; Western Australia
• Institution: Universiti Tenaga Nasional

Evaporation has a significant impact on the management of water resources, irrigation system designs, and hydrological modelling due to its complex and nonlinear nature. This is because evaporation is a result of the interactions of various climatic factors. In Australia, research suggests that evap...