In most of the initial PbE studies, the definition of the active system was based on a set of manually selected active atoms in combination with a Mulliken population analysis or based on the Boughton-Pulay algorithm . Alternatively, Claudino and Mayhall developed an orbital-selection strategy based on a singular value decomposition .