Square‐Root Variable Metric‐Based Nullspace Shuttle: A Characterization of the Nonuniqueness in Elastic Full‐Waveform Inversion. Issue 2 (18th February 2020)

• Record Type: Journal Article
• Authors: Liu, Qiancheng; Peter, Daniel
• Is Part Of: Journal of geophysical research. Volume 125:Issue 2(2020)
• Page Start: n/a
• Page End: n/a
• Publication Date: 2020-02-18
• Subjects: uncertainty -- null space -- posterior sampling; Geomagnetism -- Periodicals; Geochemistry -- Periodicals; Geophysics -- Periodicals; Earth sciences -- Periodicals; 551.1
• DOI: 10.1029/2019JB018687
• Languages: English
• ISSNs: 2169-9313

Abstract

Abstract: Full‐waveform inversion (FWI) is for most geophysical applications an ill‐posed inverse problem, with nonunique solutions. We examine its nonuniqueness by exploring the nullspace shuttle, which can efficiently generate an ensemble of data fitting solutions. We construct this shuttle based on a quasi‐Newton method, the square‐root variable‐metric (SRVM) method. The latter provides access to the inverse data‐misfit Hessian in FWI for large‐scale applications. Combining the SRVM method with a randomized singular value decomposition, we obtain the eigenvector subspaces of the inverse data‐misfit Hessian. Its primary eigenvalue and eigenvector are considered to determine the null space of inversion result. Using the SRVM‐based nullspace shuttle, we can modify the inverted result a posteriori in a highly efficient manner without corrupting the data misfit. Also, because the SRVM method is embedded through elastic FWI, our method can be extended to multiparameter problems. We confirm and highlight our approach with the elastic Marmousi example. Key Points: We propose a square‐root variable metric (SRVM) scheme to study the nullspace shuttle The vector‐version SRVM method is memory efficient and amends to large‐scale geophysical inverse problems The nullspace shuttle allows to characterize the nonuniqueness of ill‐posed seismic inverse problems