On probabilistic modeling in fault detection

This paper provides a unified background of probabilistic modeling methods which should serve to model-based fault detection (FD). This background should help in orientation within within the set of the problems to be addressed when developing a novel method as well as within a wide set of available methods and in recognition of their suitability to a particular problem in hands.