Dynamic statistical process monitoring methods have been widely studied and applied in modern industrial processes. These aim to extract the most predictable temporal information develop corresponding dynamic schemes. However, measurement noise is widespread real-world processes, ignoring its effect will lead suboptimal modeling performance. In this article, a probabilistic feature analysis (PP...