Fig. 1: The scenario-aware modeling framework for estimating TLI.

Step 1—collect optical imagery and field data (Chla, TP, TN, SD, COD_Mn); Step 2—preprocess/engineer features and select the optimal model; Step 3—apply atmospheric correction and lake-pixel extraction to estimate and map monthly TLI.