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R. S. Ponmagal

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Open access Sep 2026

Explainable Water Quality Index Forecasting Framework Using Hybrid Graph Attention and Transformer Networks for Intelligent Early Warning Systems

The importance of water quality monitoring for aquatic ecosystem protection cannot be overemphasized, but the traditional machine learning algorithms used for monitoring data analysis have shortcomings in failing to account for the spatiotemporal interactions of the data. This study seeks to develop a spatiotemporal de...

R. Sarala, R. S. Ponmagal · 0 citations

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