Hidden or partially observable degradation state of the equipment is frequently encountered in many engineering practices. This may encourage the state space modeling technique as a feasible way to estimate equipment’s remaining useful life (RUL). However, most of the existing state space models falling into this category are based on the assumptions that the degradation process is linear or…