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Due to their low frictional resistance, fast startup, low power consumption, and high mechanical efficiency, rolling bearings are widely used in medical apparatus, auto industry, mineral industry, aerospace industry, etc. It is necessary to monitor the running condition of them to prevent breakdown during their operation. This paper presents an approach for detecting the initial failure of rolling...