  We tackle estimation and prediction at non-visted sites in a spatial
semi-functional linear regression model with derivatives that combines a
functional linear model with a nonparametric regression one. The parametric
part is estimated by a method of moments and the other one by a local linear
estimator. We establish the convergence rate of the resulting estimators and
predictor. A simulation study and an application to ozone pollution prediction
at non-visted sites are proposed to illustrate our results.
