Present day instrumentation networks already provide immense quantities of data, very little of which provides any insights into the basic physical phenomena that are occurring in the measured medium. In order to fully exploit the information contained in the data, dimensionally aware GP has been developed. The present paper presents two application studies of dimensionally aware GP on difficult hydraulic data sets.