Chlorophyll-a (Chl-a) is a key indicator of phytoplankton biomass and serves as an essential parameter for evaluating marine pollution. As an optically active constituent (OAC), its spatial distribution can be effectively monitored using multi-spectral satellite imagery, which captures variations in water-leaving reflectance associated with phytoplankton dynamics. While traditional predictive modeling approaches, including mac...