Complete physics-based models of vapor-compression refrigeration equipment can be difficult and time-consuming to produce. A gray-box model uses a mix of physics and measurement data to simplify the modeling process. Gray box models have recently been produced that are capable of accurately modeling the effects of all common faults on the performance of the system. This seminar describes the new approach, and show the results and conclusions from the modeling.