Table 4 Model parameter configurations used for TLI prediction in multi-sensor experiments
Model | S2 | GF-1 | HJ-2 | PS |
|---|---|---|---|---|
LR | \ | \ | \ | |
XGBR | learning_rate = 0.04, gamma = 0.3 | learning_rate = 0.4, gamma = 0.4 | learning_rate = 0.4, gamma = 0.3 | learning_rate = 0.0003, gamma = 0.3 |
CBR | learning_rate = 0.007, L2_leaf_reg = 7 | learning_rate = 0.007, L2_leaf_reg = 7 | learning_rate = 0.008, L2_leaf_reg = 7 | learning_rate = 0.006, L2_leaf_reg = 18 |
TPFNR | n_estimators = 30 | n_estimators = 30 | n_estimators = 30 | n_estimators = 50 |