The study of convolutional neural network began in the 1980s and 1990s. Time delay network and lenet-5 are the earliest convolutional neural networks [4]; after the 21st century, with the development of deep learning theory and the improvement of numerical computing equipment, convolutional neural network has developed rapidly and has been applied in computer vision, natural language processing and other fields [2].