Abstract: This paper analyzed the Adaline neural network by investigating and researching to the mine shaft in the field in order to improve the lever of the safety in production in the mine shaft. Then discussing application of Adaline NN in system of noise cancellation and using MATLAB language to describe and si mulate the system. The computer simulation has shown the feasibility and efficiency.