“…In recent years, the state monitoring and fault diagnosis technology for power equipment with modern information technology has been vigorously promoted, and many kinds of equipment operation information have been applied to various fields [ 4 ]. The researchers studied different forms of equipment condition monitoring and fault warning from the aspects of equipment images [ 5 , 6 , 7 , 8 ], electromagnetic waves [ 9 ], ultrasonic waves [ 10 , 11 ], temperature [ 12 , 13 ], pressure [ 14 ] and vibration signals [ 15 , 16 , 17 ]. However, the development of equipment fault is a slow and nonlinear process, and the influencing factors are also multi-dimensional, complex, and changeable.…”