Audio pattern recognition (APR) is an important research topic and can be applied to several fields related our lives. Therefore, accurate efficient APR systems need developed as they are useful in real applications. In this paper, we propose a new convolutional neural network (CNN) architecture method for improving the inference speed of CNN-based tasks. Moreover, using proposed method, improv...