Prestack seismic inversion for VTI media (transversely isotropic with vertical axis of symmetry) is a technique that can be useful to obtain the properties (velocity, density, and anisotropy parameters) of shale reservoirs. Since conventional inversion with smooth constraints (e.g., L-2-norm) is not appropriate, we propose a basis pursuit inversion (BPI) extended to VTI media, where: 1) we decompose the five elasticities into basis pursuit pairs by a dipole decomposition; 2) instead of the commonly used L-1-norm, the L-1-L-2 is implemented as a regularization constraint to achieve higher resolution and stability; and 3) alternating direction method of multipliers (ADMM) is used to obtain the solutions. Since the problem is highly ill-posed, we perform the inversion using PP and PS multicomponent seismic data. The examples (synthetic and real data) verify the higher resolution and better antinoise performance of the proposed method.

Basis Pursuit Anisotropic Inversion Based on the L-1-L-2-Norm Regularization

Carcione, JM;
2022-01-01

Abstract

Prestack seismic inversion for VTI media (transversely isotropic with vertical axis of symmetry) is a technique that can be useful to obtain the properties (velocity, density, and anisotropy parameters) of shale reservoirs. Since conventional inversion with smooth constraints (e.g., L-2-norm) is not appropriate, we propose a basis pursuit inversion (BPI) extended to VTI media, where: 1) we decompose the five elasticities into basis pursuit pairs by a dipole decomposition; 2) instead of the commonly used L-1-norm, the L-1-L-2 is implemented as a regularization constraint to achieve higher resolution and stability; and 3) alternating direction method of multipliers (ADMM) is used to obtain the solutions. Since the problem is highly ill-posed, we perform the inversion using PP and PS multicomponent seismic data. The examples (synthetic and real data) verify the higher resolution and better antinoise performance of the proposed method.
2022
Basis pursuit inversion (BPI)
prestack seismic inversion
sparse constraint
transversely isotropic with vertical axis of symmetry (VTI) medium
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14083/18743
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