Multiparameter viscoelastic full-waveform inversion of shallow-seismic surface waves with a pre-conditioned truncated Newton method. Issue 3 (6th August 2021)
- Record Type:
- Journal Article
- Title:
- Multiparameter viscoelastic full-waveform inversion of shallow-seismic surface waves with a pre-conditioned truncated Newton method. Issue 3 (6th August 2021)
- Main Title:
- Multiparameter viscoelastic full-waveform inversion of shallow-seismic surface waves with a pre-conditioned truncated Newton method
- Authors:
- Gao, Lingli
Pan, Yudi
Rieder, Andreas
Bohlen, Thomas - Abstract:
- SUMMARY: 2-D full-waveform inversion (FWI) of shallow-seismic Rayleigh waves has become a powerful method for reconstructing viscoelastic multiparameter models of shallow subsurface with high resolution. The multiparameter reconstruction in FWI is challenging due to the potential presence of cross-talk between different parameters and the unbalanced sensitivity of Rayleigh-wave data with respect to different parameter classes. Accounting for the inverse Hessian using truncated Newton methods based on second-order adjoint methods provides an effective tool to mitigate cross-talk caused by the coupling between different parameters. In this study, we apply a pre-conditioned truncated Newton (PTN) method to shallow-seismic FWI to simultaneously invert for multiparameter near-surface models ( P - and S -wave velocities, attenuation of P and S waves, and density). We first investigate scattered wavefields caused by these parameters to evaluate the coupling between them. Then we investigate the performance of the PTN method on shallow-seismic FWI of Rayleigh wave for reconstructing all five parameters simultaneously. The application to spatially correlated and uncorrelated models demonstrates that the PTN method helps to mitigate the cross-talk and improves the resolution of the multiparameter reconstructions, especially for the weak parameters with small sensitivity such as attenuation and density parameters. The attenuation of P waves cannot be inverted reliably due to itsSUMMARY: 2-D full-waveform inversion (FWI) of shallow-seismic Rayleigh waves has become a powerful method for reconstructing viscoelastic multiparameter models of shallow subsurface with high resolution. The multiparameter reconstruction in FWI is challenging due to the potential presence of cross-talk between different parameters and the unbalanced sensitivity of Rayleigh-wave data with respect to different parameter classes. Accounting for the inverse Hessian using truncated Newton methods based on second-order adjoint methods provides an effective tool to mitigate cross-talk caused by the coupling between different parameters. In this study, we apply a pre-conditioned truncated Newton (PTN) method to shallow-seismic FWI to simultaneously invert for multiparameter near-surface models ( P - and S -wave velocities, attenuation of P and S waves, and density). We first investigate scattered wavefields caused by these parameters to evaluate the coupling between them. Then we investigate the performance of the PTN method on shallow-seismic FWI of Rayleigh wave for reconstructing all five parameters simultaneously. The application to spatially correlated and uncorrelated models demonstrates that the PTN method helps to mitigate the cross-talk and improves the resolution of the multiparameter reconstructions, especially for the weak parameters with small sensitivity such as attenuation and density parameters. The attenuation of P waves cannot be inverted reliably due to its negligible sensitivity on the Rayleigh wave. The comparison with the classical pre-conditioned conjugate gradient method highlights the improved performance of the PTN method and thus the benefit of accounting for the information included in the Hessian. … (more)
- Is Part Of:
- Geophysical journal international. Volume 227:Issue 3(2021)
- Journal:
- Geophysical journal international
- Issue:
- Volume 227:Issue 3(2021)
- Issue Display:
- Volume 227, Issue 3 (2021)
- Year:
- 2021
- Volume:
- 227
- Issue:
- 3
- Issue Sort Value:
- 2021-0227-0003-0000
- Page Start:
- 2044
- Page End:
- 2057
- Publication Date:
- 2021-08-06
- Subjects:
- Inverse theory -- Waveform inversion -- Surface waves and free oscillations
Geophysics -- Periodicals
550 - Journal URLs:
- http://gji.oxfordjournals.org/ ↗
http://www3.interscience.wiley.com/journal/118543048/home ↗
http://ukcatalogue.oup.com/ ↗
http://firstsearch.oclc.org ↗
http://firstsearch.oclc.org/journal=0956-540x;screen=info;ECOIP ↗
http://www.blackwell-synergy.com/issuelist.asp?journal=gji ↗ - DOI:
- 10.1093/gji/ggab311 ↗
- Languages:
- English
- ISSNs:
- 0956-540X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4150.800000
British Library DSC - BLDSS-3PM
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