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A data-driven amplitude variation with offset inversion method via learned dictionaries and sparse representation
Amplitude variation with offset (AVO) inversion is a typical ill-posed inverse problem. To
obtain a stable and unique solution, regularization techniques relying on mathematical …
obtain a stable and unique solution, regularization techniques relying on mathematical …
Prestack seismic inversion with data-driven MRF-based regularization
Q Guo, J Ba, C Luo - IEEE Transactions on Geoscience and …, 2020 - ieeexplore.ieee.org
Regularization is effective in mitigating the ill-condition existing in inverse problems. With
respect to the ill-conditioned prestack seismic inversion, regularization aims to stabilize the …
respect to the ill-conditioned prestack seismic inversion, regularization aims to stabilize the …
Seismic absolute acoustic impedance inversion with L1 norm reflectivity constraint and combined first-and second-order total variation regularizations
S Guo, H Wang - Journal of Geophysics and Engineering, 2019 - academic.oup.com
Absolute acoustic impedance (AI) is generally divided into background AI and relative AI for
linear inversion. In practice, the intermediate frequency components of the AI model are …
linear inversion. In practice, the intermediate frequency components of the AI model are …
Seismic impedance inversion using dictionary learning-based sparse representation and nonlocal similarity
We have addressed the seismic impedance inversion problem, which is often ill posed
because of inaccurate and insufficient data. The approach taken is based on dictionary …
because of inaccurate and insufficient data. The approach taken is based on dictionary …
Data-driven simultaneous seismic inversion of multiparameters via collaborative sparse representation
Seismic inversion is essentially ill-posed because of inaccurate and insufficient data.
Existing methods for improving stability and reducing the size of solution space are usually …
Existing methods for improving stability and reducing the size of solution space are usually …
Cycle-consistent convolutional neural network for seismic impedance inversion: An application for high-resolution characterization of turbidites reservoirs
FJD Fernandes, ER de Oliveira Neto, L Teixeira… - Geoenergy Science and …, 2024 - Elsevier
Acoustic impedance is a subsurface layer parameter crucial for reservoir characterization
due to its relationship with petrophysical properties. Seismic impedance inversion is the …
due to its relationship with petrophysical properties. Seismic impedance inversion is the …
Understanding total variation regularization: Why can it recover dip** structures?
J Sun, D Fournier - Geophysical Prospecting, 2024 - earthdoc.org
Many geological features of scientific and/or economic interest have structural orientations
that are neither horizontal nor vertical. Being able to recover such dip** structures from …
that are neither horizontal nor vertical. Being able to recover such dip** structures from …
Three-term AVO inversion using group total variation regularization
C Li, X Liu - Journal of Applied Geophysics, 2022 - Elsevier
The seismic amplitude-versus-offset (AVO) inversion based on the total variation (TV)
regularization is used to estimate blocky solutions for elastic parameters. It is achieved by …
regularization is used to estimate blocky solutions for elastic parameters. It is achieved by …
Seismic acoustic impedance inversion using mixed second-order fractional ATpV regularization
Seismic acoustic impedance (AI) inversion is widely used in geophysics as AI can indicate
rock characteristics and facilitate stratigraphic analysis. However, traditional AI inversion …
rock characteristics and facilitate stratigraphic analysis. However, traditional AI inversion …
Semi-Supervised Learning for AVO Inversion with Strong Spatial Feature Constraints
One-dimensional convolution is a widely used deep learning technique in prestack
amplitude variation with offset (AVO) inversion; however, it lacks lateral continuity. Although …
amplitude variation with offset (AVO) inversion; however, it lacks lateral continuity. Although …