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New Age, Kolmogorov Full Functional Neural Network Usage for Nonlinear Predictive Seismic Inversion
- Publisher: European Association of Geoscientists & Engineers
- Source: Conference Proceedings, Saint Petersburg 2020, Nov 2020, Volume 2020, p.1 - 5
Abstract
Summary
The proposed new nonlinear technique based on full functional Kolmogorov neural network for the well log prediction using several seismic cubes and low-frequency model allows for getting high-resolution results. Application of Kolmogorov full functional neural network makes it possible to achieve a high level of freedom deep learning operator with only one hidden layer. The learning procedure is based on hybrid technique using Kolmogorov’s superposition theorem and genetic approach with A. N. Tikhonov regularization.
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