Explicit expressions and numerical calculations for the Fréchet and second derivatives in 2.5D Helmholtz equation inversion

In order to perform resistivity imaging, seismic waveform tomography or sensitivity analysis of geophysical data, the Frechet derivatives, and even the second derivatives of the data with respect to the model parameters, may be required. We develop a practical method to compute the relevant derivatives for 2.5D resistivity and 2.5D frequency-domain acoustic velocity inversion. Both geophysical inversions entail the solution of a 2.5D Helmholtz equation. First, using differential calculus and the Green's functions of the 2.5D Helmholtz equation, we strictly formulate the explicit expressions for the Frechet and second derivatives, then apply the finite-element method to approximate the Green's functions of an arbitrary medium. Finally, we calculate the derivatives using the expressions and the numerical solutions of the Green's functions. Two model parametrization approaches, constant-point and constant-block, are suggested and the computational efficiencies are compared. Numerical examples of the derivatives for various electrode arrays in cross-hole resistivity imaging and for cross-hole seismic surveying are demonstrated. Two synthetic experiments of resistivity and acoustic velocity imaging are used to illustrate the method.

[1]  Zhou Bing,et al.  Iterative algorithm for the damped minimum norm, least-squares and constrained problem in seismic tomography , 1992 .

[2]  S. Greenhalgh,et al.  Non-linear inversion travel-time tomography: imaging high-contrast inhomogeneities , 1992 .

[3]  C. Pao Parabolic and Elliptic Equations in Unbounded Domains , 1992 .

[4]  A. Tarantola Inversion of seismic reflection data in the acoustic approximation , 1984 .

[5]  R. Barker,et al.  Least-squares deconvolution of apparent resistivity pseudosections , 1995 .

[6]  A. Tarantola Inverse problem theory : methods for data fitting and model parameter estimation , 1987 .

[7]  O. Zienkiewicz The Finite Element Method In Engineering Science , 1971 .

[8]  D. Griffel Applied functional analysis , 1982 .

[9]  Ray L. Sengbush Seismic Exploration Methods , 1983 .

[10]  R. Parker Geophysical Inverse Theory , 1994 .

[11]  Stephen K. Park,et al.  Inversion of pole-pole data for 3-D resistivity structure beneath arrays of electrodes , 1991 .

[12]  W. Menke Geophysical data analysis : discrete inverse theory , 1984 .

[13]  D. Oldenburg,et al.  Generalized subspace methods for large-scale inverse problems , 1993 .

[14]  D. Oldenburg,et al.  METHODS FOR CALCULATING FRÉCHET DERIVATIVES AND SENSITIVITIES FOR THE NON‐LINEAR INVERSE PROBLEM: A COMPARATIVE STUDY1 , 1990 .

[15]  D. Oldenburg,et al.  Inversion of induced polarization data , 1994 .

[16]  David E. Boerner,et al.  Approximate Frechet derivatives in inductive electromagnetic soundings , 1990 .

[17]  Douglas W. Oldenburg,et al.  Applied geophysical inversion , 1994 .

[18]  A. Tarantola,et al.  Generalized Nonlinear Inverse Problems Solved Using the Least Squares Criterion (Paper 1R1855) , 1982 .

[19]  Zhou Bing,et al.  A synthetic study on crosshole resistivity imaging using different electrode arrays , 1997 .

[20]  R. Parker,et al.  Occam's inversion; a practical algorithm for generating smooth models from electromagnetic sounding data , 1987 .

[21]  Nariida C. Smith,et al.  Two-Dimensional DC Resistivity Inversion for Dipole-Dipole Data , 1984, IEEE Transactions on Geoscience and Remote Sensing.

[22]  P. Williamson,et al.  Frequency-domain acoustic-wave modeling and inversion of crosshole data; Part 1, 2.5-D modeling method , 1995 .

[23]  Yutaka Sasaki,et al.  3-D resistivity inversion using the finite-element method , 1994 .

[24]  A. Dey,et al.  Resistivity modelling for arbitrarily shaped two-dimensional structures , 1979 .

[25]  A. Kirsch An Introduction to the Mathematical Theory of Inverse Problems , 1996, Applied Mathematical Sciences.

[26]  Chia-Ven Pao,et al.  Nonlinear parabolic and elliptic equations , 1993 .

[27]  P. Carrion Generalized non-linear elastic inversion with constraints in model and data spaces , 1989 .

[28]  Bing Zhou,et al.  Composite boundary-valued solution of the 2.5-D Green's function for arbitrary acoustic media , 1998 .

[29]  R. Barker,et al.  Rapid least-squared inversion of apparent resisitivity pseudosections by a quasi-Newton method , 1996 .

[30]  R. Pratt,et al.  INVERSE THEORY APPLIED TO MULTI‐SOURCE CROSS‐HOLE TOMOGRAPHY.: PART 1: ACOUSTIC WAVE‐EQUATION METHOD1 , 1990 .

[31]  David G. Luenberger,et al.  Linear and nonlinear programming , 1984 .