SPARSE COMPONENT ANALYSIS (SCA) PROCESSAMENTO SÍSMICO SPARSE DECONVOLUTION COMMON REFLECTION SURFACE METHOD HIGH PERFORMANCE COMPUTING OPENCL SUPERFÍCIE DE REFLEXÃO COMUM MULTICHANNEL DECONVOLUTION HIGH-PERFORMANCE IO CLOUD COMPUTING SEISMIC FACIES SEGMENTATION HPC REPRESENTATION LEARNING BLIND SOURCES SEPARATION (BSS) APRENDIZADO DE MÁQUINA DATASET GPU TRAVELTIME ESTIMATION UNSUPERVISED SIGNAL PROCESSING CRS CONVOLUTIVE MIXTURES SPARSE SIGNAL PROCESSING DEEP-LEARNING HIGH-PERFORMANCE COMPUTING SEG-Y MUTUAL INFORMATION SPITS SEISMIC ATTRIBUTES SEISMIC DATA FILE BLIND DECONVOLUTION HETEROGENOUS COMPUTING VELOCITY ANALYSIS MULTIPLE SUBTRACTION DEEP NEURAL NETWORKS BLIND SOURCE SEPARATION GPU PROGRAMMING (CUDA, OPENCL, ...) CUDA MULTIPLES CANCELATION LP-NORM FILTERING TIME AND SPATIAL SHIFT ESTIMATION GPGPU DEEP LEARNING SEISMIC STACKING MACHINE LEARNING DIFFRACTIONS GEOPHYSICS MULTIPARAMETRIC TRAVELTIMES