TY - JOUR
T1 - Accelerating full-waveform inversion with attenuation compensation
AU - Xue, Zhiguang
AU - Sun, Junzhe
AU - Fomel, Sergey
AU - Zhu, Tieyuan
N1 - Publisher Copyright:
© The Authors. Published by the Society of Exploration Geophysicists.
PY - 2018/1/1
Y1 - 2018/1/1
N2 - The calculation of the gradient in full-waveform inversion (FWI) usually involves crosscorrelating the forward-propagated source wavefield and the back-propagated data residual wavefield at each time step. In the real earth, propagating waves are typically attenuated due to the viscoelasticity, which results in an attenuated gradient for FWI. Replacing the attenuated true gradient with a Q-compensated gradient can accelerate the convergence rate of the inversion process. We have used a phase-dispersion and an amplitude-loss decoupled constant-Q wave equation to formulate a viscoacoustic FWI. We used this wave equation to generate a Q-compensated gradient, which recovers amplitudes while preserving the correct kinematics. We construct an exact adjoint operator in a discretized form using the low-rank wave extrapolation technique, and we implement the gradient compensation by reversing the sign of the amplitude-loss term in the forward and adjoint operators. This leads to a Q-dependent gradient preconditioning method. Using numerical tests with synthetic data, we demonstrate that the proposed viscoacoustic FWI using a constant-Q wave equation is capable of producing high-quality velocity models, and our Q-compensated gradient accelerates its convergence rate.
AB - The calculation of the gradient in full-waveform inversion (FWI) usually involves crosscorrelating the forward-propagated source wavefield and the back-propagated data residual wavefield at each time step. In the real earth, propagating waves are typically attenuated due to the viscoelasticity, which results in an attenuated gradient for FWI. Replacing the attenuated true gradient with a Q-compensated gradient can accelerate the convergence rate of the inversion process. We have used a phase-dispersion and an amplitude-loss decoupled constant-Q wave equation to formulate a viscoacoustic FWI. We used this wave equation to generate a Q-compensated gradient, which recovers amplitudes while preserving the correct kinematics. We construct an exact adjoint operator in a discretized form using the low-rank wave extrapolation technique, and we implement the gradient compensation by reversing the sign of the amplitude-loss term in the forward and adjoint operators. This leads to a Q-dependent gradient preconditioning method. Using numerical tests with synthetic data, we demonstrate that the proposed viscoacoustic FWI using a constant-Q wave equation is capable of producing high-quality velocity models, and our Q-compensated gradient accelerates its convergence rate.
UR - https://www.scopus.com/pages/publications/85038102335
UR - https://www.scopus.com/pages/publications/85038102335#tab=citedBy
U2 - 10.1190/GEO2017-0469.1
DO - 10.1190/GEO2017-0469.1
M3 - Article
AN - SCOPUS:85038102335
SN - 0016-8033
VL - 83
SP - A13-A20
JO - Geophysics
JF - Geophysics
IS - 1
ER -