Review of phenotypic diversity formulations for diagnostic tool

► Phenotypic formulation is best suited for monitoring exploitation. ► All reviewed phenotypic formulations show weaknesses. ► A new phenotypic formulation satisfying basic diversity requirements is proposed. ► A diagnostic tool is developed from exploration and exploitation measurements. ► The diagnostic tool provides guidance for customizing optimizer parameters.