Vehicle condition monitoring and fault diagnosis play important role in Intelligent Vehicle System, and signal processing technique is the crucial link of vehicle condition monitoring and fault diagnosis, especially the research on the rotary parts in vehicles has been focused at home and abroad. Independent component analysis is a recently developed method, which focuses on extracting the higher-order statistical information from the data so that the components are not only statistically uncorrelat...