Fault diagnosis is very important of equipment maintenance in manufacturing, as development of emerging technologies of Internet of Things and Big Data, predictive maintenance is regarded as important method. And predictive maintenance is through machine learning for data analysis, to condition monitoring and fault diagnosis of equipment. Among in industrial manufacturing the fault classification is plays a central role.