Class | Variable | Formula (“Terrain” package, Hijmans et al. 2015) | Reference |
---|---|---|---|
DSM | |||
Slope | SLOPEsd | Slope | (Horn 1981) |
Topographic position index | TPImean and TPIsd | where \( TPI=y-\sum \limits_{i=1}^8\frac{y_i}{8} \), with y is the altitude of a cell and yi is the altitude of the i-th adjacent cell | (Wilson et al. 2007) |
Terrain ruggedness index | TRImean and TRIsd | where \( TRI=\sum \limits_{i=1}^8\frac{\left|{y}_i-y\right|}{8} \), with y is the altitude of a cell and yi is the altitude of the i-th adjacent cell | |
Roughness | ROUGHNESSmean and ROUGHNESSsd | Roughness is the difference between the maximum and the minimum value of a cell and its 8 surrounding cells | |
Texture | dsm_GLCM_mean (window size of 3 × 3 pixels and a 45 degree shift) | “mean”, “variance”, “homogeneity”, “contrast”, “dissimilarity”, “entropy”, “second_moment”, “correlation” |