SVM practical industrial application for mechanical faults diagnostic

► Machine vibration is the best indicator of overall mechanical condition. ► Only one vibration sensor and four SVM's were used as intelligent fault classifier. ► The vertical position was shown to be the best for accelerometer signals acquisition. ► Applying SVM helps to on line detection of fault without specialists' intervention