Abstract
Resistivity inverse problems are routinely solved in order to characterize hydrocarbon bearing formations. They often require a large number of forward problems simulations. When considering a one dimensional (1D) planarly layered media, semi-analytical methods can be employed in order to solve a single forward problem in a fraction of a second. However, in some situations, a large number of (over one million) simulations is required, preventing this method to be used as a real time (logging) alternative. In this paper, we propose a novel semi-analytical method that dramatically reduces the total computational time, so it can be employed for real time inversion. In our proposed method, we select an ad hoc basis representation for the spectral solution such that its inverse Hankel transform can be computed analytically. The proposed method requires a pre-process that is expensive when compared with a single evaluation in classical semi-analytical methods. However, subsequent evaluations can be rapidly obtained, decreasing thus the total computational time by orders of magnitude when the number of required forward simulations is large.
Similar content being viewed by others
References
Avdeev, D.B., Kuvshinov, A.V., Pankratov, O.V., Newman, G.A.: Three-dimensional induction logging problems, part I: an integral equation solution and model comparisons. Geophysics 67(2), 413–426 (2002)
Chew, W.C., Chen, S.Y.: Response of a point source embedded in a layered medium. IEEE Antennas Wirel. Propag. Lett. 2(1), 254–258 (2003)
Davydycheva, S., Druskin, V., Habashy, T., et al.: Finite-difference scheme for electromagnetic logging in 3D anisotropic media. In: 2004 SEG Annual Meeting. Society of Exploration Geophysicists (2004)
Druskin, V.L., Knizhnerman, L., Lee, P.: New spectral Lanczos decomposition method for induction modeling in arbitrary 3-D geometry. Geophysics 64(3), 701–706 (1999)
Dyatlov, G., Onegova, E., Dashevsky, Y.: Efficient 2.5 D electromagnetic modeling using boundary integral equations. Geophysics 80(3), E163–E173 (2015)
Gajda-Zagórska, E., Schaefer, R., Smołka, M., Paszyński, M., Pardo, D.: A hybrid method for inversion of 3D DC resistivity logging measurements. Nat. Comput., 1–20 (2014)
Ijasan, O., Torres-Verdín, C., Preeg, W. E.: Inversion-based petrophysical interpretation of logging-while-drilling nuclear and resistivity measurements. Geophysics 78(6), D473–D489 (2013)
Kong, J.: Electromagnetic fields due to dipole antennas over stratified anisotropic media. Geophysics 37(6), 985–996 (1972)
Løseth, L., Ursin, B.: Electromagnetic fields in planarly layered anisotropic media. Geophys. J. Int. 170 (1), 44–80 (2007)
Merchant, G., Strickland, R.W., Jackson, C., et al.: Enhanced resolution LWD resistivity logs using a new inversion technique. In: SPWLA 37th Annual Logging Symposium. Society of Petrophysicists and Well-Log Analysts (1996)
Meyer, W.H., et al.: Inversion of 2 MHz propagation resistivity logs in dipping thin beds. In: SPWLA 34th Annual Logging Symposium. Society of Petrophysicists and Well-Log Analysts (1993)
Nam, M.J., Pardo, D., Torres-Verdín, C.: Simulation of dual-laterolog measurements in dipping, invaded and anisotropic formations using a Fourier series expansion in a non-orthogonal system of coordinates and a self-adaptive hp-finite element method. Geophysics 74(1) (2008)
Nam, M.J., Pardo, D., Torres-Verdín, C.: Assessment of Delaware and Groningen effects on dual-laterolog measurements with a self-adaptive hp finite-element method. Geophysics 75(6), F143–F149 (2010)
Newman, G.A., Alumbaugh, D.L.: Three-dimensional induction logging problems, Part 2: a finite-difference solution. Geophysics 67(2), 484–491 (2002)
Papoulis, A.: Systems and Transforms with Applications in Optics. McGraw-Hill Series in System Science, vol. 1, p 1968. Krieger, Malabar (1968)
Pardo, D., Paszynski, M., Collier, N., Alvarez, J., Dalcin, L., Calo, V.M.: A survey on direct solvers for galerkin methods. SeMA Journal 57(1), 107–134 (2012)
Pardo, D., Paszynski, M., Torres-Verdín, C., Demkowicz, L.: Simulations of 3D DC borehole resistivity measurements with a goal-oriented hp finite-element method. Part I: laterolog and LWD. Journal of the Serbian Society for Computational Mechanics 1, 62–73 (2007)
Pardo, D., Torres-Verdín, C.: Fast 1D inversion of logging-while-drilling resistivity measurements for improved estimation of formation resistivity in high-angle and horizontal wells. Geophysics 80(2), E111–E124 (2015)
Pardo, D., Torres-verdín, C., Nam, M., Paszynski, M., Calo, V.: Fourier series expansion in a non-orthogonal system of coordinates for the simulation of 3D alternating current borehole resistivity measurements. Comput. Methods Appl. Mech. Eng. 197(45), 3836–3849 (2008)
Pardo, D., Torres-Verdín, C., Paszynski, M.: Simulations of 3D DC borehole resistivity measurements with a goal-oriented hp finite-element method. Part II: through-casing resistivity instruments. Comput. Geosci. 12 (1), 83–89 (2008)
Sjödahl, P., Dahlin, T., Zhou, B.: 2.5 D resistivity modeling of embankment dams to assess influence from geometry and material properties. Geophysics 71(3), G107–G114 (2006)
Streich, R., Becken, M.: Sensitivity of controlled-source electromagnetic fields in planarly layered media. Geophys. J. Int. 187(2), 705–728 (2011)
Tai, C.T.: Dyadic Green functions in electromagnetic theory. Institute of Electrical & Electronics Engineers (IEEE) (1994)
Wait, J.R.: The magnetic dipole over the horizontally stratified Earth. Can. J. Phys. 29(6), 577–592 (1951)
Wang, T., Fang, S.: 3-D electromagnetic anisotropy modeling using finite differences. Geophysics 66(5), 1386–1398 (2001)
Wang, T., Signorelli, J.: Finite-difference modeling of electromagnetic tool response for logging while drilling. Geophysics 69(1), 152–160 (2004)
Zhang, J., Mackie, R.L., Madden, T.R.: 3-D resistivity forward modeling and inversion using conjugate gradients. Geophysics 60(5), 1313–1325 (1995)
Zhong, L., Li, J., Bhardwaj, A., Shen, L.C., Liu, R.C.: Computation of triaxial induction logging tools in layered anisotropic dipping formations. IEEE Trans. Geosci. Remote Sens. 46(4), 1148–1163 (2008)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Rojas, S., Muga, I. & Pardo, D. A quadrature-free method for simulation and inversion of 1.5D direct current (DC) borehole measurements. Comput Geosci 20, 1301–1318 (2016). https://doi.org/10.1007/s10596-016-9592-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10596-016-9592-1