Water resources constitute an indispensable foundation for human survival and sustainable development, and their protection is a core objective of the United Nations Sustainable Development Goals. Conventional water quality monitoring methods are constrained by limitations in spatiotemporal coverage and operational costs, rendering them inadequate for meeting the demands of large-scale, dynamic monitoring. Remote sensing technology, offering distinct advantages in rapid data acquisition, extensi