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Belt conveyor is the main equipment in coal production department. And it is of great significance to its normal operation on coal safety production. At present, the belt conveyors fault detection method is still not perfect. Both the discovery and identification of the belt conveyors faults are also not timely. This paper focuses on roller fault sound audio analysis, exploring a new kind of automatic...