“…A correctly fitted and nonoverfitting NN is able to generalize instead of just learning a functional relationship on existing data (Wan et al, 2013). There have been multiple successful applications of NN in the geosciences in recent years ranging from soil moisture retrievals (Jimenez et al, 2013; Kolassa et al, 2013, 2016; Kolassa, Gentine, et al, 2017; Kolassa, Reichle, & Draper, 2017) and surface temperature and emissivity retrievals (Aires et al, 2001) to surface flux retrievals (Alemohammad et al, 2017; Beer et al, 2010; Jimenez et al, 2009; Jung et al, 2009; Koirala et al, 2017). …”