As an important equipment in modern comprehensive mechanized coal mining, whose work efficiency effects its motion parameters greatly. BP neural network prediction program was set up based on shearer load model, maximum setting parameter was got in unit time, combination of optimal traction speed and drum speed was got under different cutting impedance conditions, providing technical reference for underground mining machine operation.