I. Introduction
With the development of switchgears in intelligence, it is very important to apply the intelligent sensing and advanced detection technologies to the health management of them. Conventional circuit breakers (CCBs) are switchgears with complex mechanical components and rated current of up to 8000 A [1]. Life prediction is an important reflection of the intelligence level of switchgears, and the remaining useful life (RUL) prediction is important to enhance the operational reliability of CCBs [2].