Groundwater quality for irrigation is increasingly threatened by overextraction, salinization and agricultural intensification, yet existing sodium hazard prediction methods often fail to capture complex temporal and relational dynamics. This study proposes a Dual‐Channel Temporal Graph Attention Network (DC‐TGAN), integrated with advanced preprocessing and hybrid feature selection, to enhance the prediction of farming water q...