A new methodology for the rapid and efficient derivation of a class II energy surface of a molecule has been demonstrated. It is shown that, where there is no existing adequate force field and insufficient experimental data from which to derive one, the method can be used to obtain a reliable representation of the energy surface. The resulting force field has been used to achieve the objective of interpreting the vibrational spectrum of melamine.