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In many machineries,there are active research efforts towards the condition based maintenance based on the installed sensor data.One of such efforts are found in the literature for fault diagnosis of gears,an important component for force transmission,which have conducted measurements from vibration sensors and encoders for the imbedded spalls and cracks in the installed test rig,and developed algorithms for the signal processing,feature extraction and classifications.