Table 1 Variable importance for both SAR and Optical indices delivered from Sentinel and ALOS-PALSAR.
Types | Model | WET | η | ρ | MDNWI | GOSSAN | EVI | TWI | TRI | SPI | SLOPE | nNDVI | ASPECT | CURVATURE | DEM | NDWI |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
With SAR | ANN | 4 | 10 | 8 | 21 | 15 | 7 | 14 | < 1 | < 1 | 9 | < 1 | 3 | 5 | 9 | < 1 |
BRT | 4 | 11 | 12 | 23 | 18 | 4 | 13 | < 1 | < 1 | 9 | < 1 | 3 | 5 | 8 | < 1 | |
MaxEnt | 3 | 19 | 9 | 20 | 28 | 2 | 15 | < 1 | < 1 | 4 | < 1 | 1 | 1 | 5 | < 1 | |
RF | 3 | 12 | 10 | 18 | 11 | 4 | 10 | < 1 | < 1 | 14 | < 1 | 6 | 8 | 11 | < 1 | |
Without SAR | ANN | < 1 | < 1 | < 1 | < 1 | 7 | 3 | 5 | 52 | 6 | 9 | 3 | 7 | 5 | ||
BRT | < 1 | < 1 | < 1 | < 1 | 5 | 3 | 4 | 53 | 8 | 8 | 3 | 8 | 5 | |||
MaxEnt | < 1 | < 1 | < 1 | < 1 | < 1 | 1 | 2 | 71 | 3 | 13 | 2 | 6 | 1 | |||
RF | < 1 | < 1 | < 1 | 3 | 17 | 6 | 9 | 30 | 9 | 6 | 4 | 6 | 7 |