The exponential growth of the size seismic data recorded in surveys and real time monitoring makes compression strongly demanded. Furthermore, will lead to an efficient use bandwidth assigned for communication link between stations main center. In this paper, two convolutional autoencoders (CAEs) are proposed compression. algorithms mainly based on neural network (CNN), which has capability com...