I. Introduction
Random noise suppression is a crucial step in seismic data processing for oil and gas exploration. It can influence many subsequent processing steps [1], such as migration, waveform inversion, and interpretation. After decades of endeavor, a number of methods have been proposed to suppress the random noise, according to the differences between the signal and random noise.