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- W3196996865 abstract "Wavefront attributes, such as local dips and curvatures of seismic events, are used in different seismic data processing methods, from prestack data enhancement to migration to tomography. The attributes’ estimation for prestack data is a time-consuming and computationally expensive process. We propose a new approach based on U-Net convolutional neural network that directly map prestack seismic data to the local wavefront attributes. Using a 3D real data example, we demonstrate that this deep-learning-based approach can reduce the computational time by two orders of magnitude compared to a classical coherency-based optimization technique while preserving a reasonable quality of results." @default.
- W3196996865 created "2021-09-13" @default.
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- W3196996865 date "2021-09-01" @default.
- W3196996865 modified "2023-09-27" @default.
- W3196996865 title "Direct estimation of local wavefront attributes using deep learning" @default.
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- W3196996865 doi "https://doi.org/10.1190/segam2021-3583265.1" @default.
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