This invention provides a water quality monitoring system that integrates remote sensing data with time-series analysis to detect, quantify, and predict changes in aquatic environments. By processing multispectral imagery and applying analytical models, the system identifies pollutants, tracks trends, and issues early warnings. It enables continuous, large-scale monitoring with minimal cost and high accuracy.