ReviewPublished 6 October 2026A comprehensive review of AI-driven water-quality monitoring and prediction: advances, challenges, and future directionsK. Yukesh Kumar · P. KumaresanFrontiers in Waterdoi 10.3389/frwa.2026.1946412