Abstract: Coal mine safety assessment is the major content in preventing and controlling the coal mine disasters.Combining ant colony algorithm with neural networks,neural network security evaluation model was established based on ant colony algorithm by using ant colony algorithm to train the neural network weights,which was applied to evaluate coal mine safety.Practice proved that this model had extensive mapping ability of neural network and rapid global convergence of ant colony algorithm.