Spatial non-stationary of SOM and VNIR were considered when using GWR.
There were existed spatial dependence of the predicted residuals of PLSR and GWR.
The spatial structure of model residuals can be considered by ordinary kriging.
GWRK was advantageous when the presence of spatial structure of residuals.