The invention discloses a mask-based mixed floating point multiplication low power consumption control method. Including the hardware to automatically determine the mixed floating-point multiplication operation type, and fill the high bits of the standard floating-point multiplier and the multiplicand mantissa with all 0s, so that the floating-point multiplier and the multiplicand can be combined with the multiplexed fixed-point hardware multiplier The input bit width is the same; for the floating-point multiplication operation, the filled floating-point multiplier and the multiplicand are obtained according to the preset multiplication coding rules and sign extension rules to obtain partial products, and the invalid mantissa is moved to the high bit, and the mask control is used The invalid mantissa does not participate in the partial product compression sum operation to save logic power consumption. The invention also discloses a mask-based mixed floating-point multiplication low-power control device. The invention supports the multiplexing of fixed-point multiplication hardware to realize the low power consumption control of floating-point multiplication, the hardware automatically detects floating-point multiplication operations, and controls the high-order expansion bit coding based on the mask, which has the advantages of low hardware overhead, easy logic implementation, and simple power consumption control. .