A Gauss-Newton full-waveform inversion for material profile reconstruction in viscoelastic semi-infinite solid media

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초록

An inversion framework employing a Gauss-Newton method is developed to reconstruct material profiles in heterogeneous, viscoelastic, semi-infinite domains. In particular, a full-waveform inversion approach is investigated to image the elastic and attenuating parameters of a layered media. To account for the viscoelasticity of the medium, a Generalized Maxwell Body with one spring and two Maxwell elements in parallel (GMB2) is adopted in the forward and inverse wave propagation problems. Perfectly-matched-layers were introduced as wave absorbing buffers to simulate the semi-infinite extent of the domain. Using transient wave equations endowed with the GMB2 constitutive relation and the PML, a partial-differential-equations-constrained optimization scheme was implemented that lead to classic KKT (Karush-Kuhn-Tucker) conditions including time-dependent state, adjoint, and time-invariant control problems. An optimal solution of the viscoelastic parameters was obtained using a reduced-space approach based on a line search algorithm where the search direction was computed by the Gauss-Newton method. Considerable improvements on the accuracy and convergence rate of solutions were made by the developed Gauss-Newton inversion procedure compared to previous research using the Fletcher-Reeves method.

키워드

full-waveform inversion; Gauss-Newton method; semi-infinite domain; viscoelasticity; Generalized Maxwell Body; perfectly-matched-layers (PMLs); Lagrangian; PDE-constrained optimization; KKT system; reduced-space approach; 65M32; 65M60; 49M25; 74D99; PROPAGATION
제목
A Gauss-Newton full-waveform inversion for material profile reconstruction in viscoelastic semi-infinite solid media
저자
Pakravan, A.; Kang, J. W.; Newtson, C. M.
DOI
10.1080/17415977.2015.1046861
발행일
2016-03-23
유형
Article
저널명
Inverse Problems in Science and Engineering
권
24
호
3
페이지
393 ~ 421