Introduction

Process safety and product quality are two important issues for modern industrial processes. Process monitoring methods can be used to improve product quality and enhance process safety. If a process fault can be anticipated at an early stage and corrected in time, product loss can be greatly reduced (Ge and Song in Multivariate statistical process control: process monitoring methods and applications, 2013). In recent decades, process monitoring and fault diagnosis have gained great attention in academic research and industrial applications.