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