where r ij = r jr i and f cut is a cut-off function, as defined by Behler and Parrinello that smoothly removes information outside R cut . In the descriptors used, the delta function δ(r) is replaced by a normalised Gaussian function, and the set of these Gaussian functions is used to define rotationally invariant functions, each comprising of a radial distribution function ρ