Enhanced electrical impedance tomography via the Mumford–Shah functional
ESAIM: Control, Optimisation and Calculus of Variations (2001)
- Volume: 6, page 517-538
- ISSN: 1292-8119
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topRondi, Luca, and Santosa, Fadil. "Enhanced electrical impedance tomography via the Mumford–Shah functional." ESAIM: Control, Optimisation and Calculus of Variations 6 (2001): 517-538. <http://eudml.org/doc/90606>.
@article{Rondi2001,
abstract = {We consider the problem of electrical impedance tomography where conductivity distribution in a domain is to be reconstructed from boundary measurements of voltage and currents. It is well-known that this problem is highly illposed. In this work, we propose the use of the Mumford–Shah functional, developed for segmentation and denoising of images, as a regularization. After establishing existence properties of the resulting variational problem, we proceed by demonstrating the approach in several numerical examples. Our results indicate that this is an effective approach for overcoming the illposedness. Moreover, it has the capability of enhancing the reconstruction while at the same time segmenting the conductivity image.},
author = {Rondi, Luca, Santosa, Fadil},
journal = {ESAIM: Control, Optimisation and Calculus of Variations},
keywords = {electrical impedance tomography; inverse problems for elliptic equations; regularization of illposed problem; image enhancement; regularization},
language = {eng},
pages = {517-538},
publisher = {EDP-Sciences},
title = {Enhanced electrical impedance tomography via the Mumford–Shah functional},
url = {http://eudml.org/doc/90606},
volume = {6},
year = {2001},
}
TY - JOUR
AU - Rondi, Luca
AU - Santosa, Fadil
TI - Enhanced electrical impedance tomography via the Mumford–Shah functional
JO - ESAIM: Control, Optimisation and Calculus of Variations
PY - 2001
PB - EDP-Sciences
VL - 6
SP - 517
EP - 538
AB - We consider the problem of electrical impedance tomography where conductivity distribution in a domain is to be reconstructed from boundary measurements of voltage and currents. It is well-known that this problem is highly illposed. In this work, we propose the use of the Mumford–Shah functional, developed for segmentation and denoising of images, as a regularization. After establishing existence properties of the resulting variational problem, we proceed by demonstrating the approach in several numerical examples. Our results indicate that this is an effective approach for overcoming the illposedness. Moreover, it has the capability of enhancing the reconstruction while at the same time segmenting the conductivity image.
LA - eng
KW - electrical impedance tomography; inverse problems for elliptic equations; regularization of illposed problem; image enhancement; regularization
UR - http://eudml.org/doc/90606
ER -
References
top- [A1] L. Ambrosio, A compactness theorem for a new class of functions of bounded variation. Boll. Un. Mat. Ital. B 3 (1989) 857-881. Zbl0767.49001MR1032614
- [A2] L. Ambrosio, Existence theory for a new class of variational problems. Arch. Rational Mech. Anal. 111 (1990) 291-322. Zbl0711.49064MR1068374
- [A-F-P] L. Ambrosio, N. Fusco and D. Pallara, Functions of bounded variation and free discontinuity problems. Clarendon Press, Oxford (2000). Zbl0957.49001MR1857292
- [A-T1] L. Ambrosio and V.M. Tortorelli, Approximation of functionals depending on jumps by elliptic functionals via -convergence. Comm. Pure Appl. Math. 43 (1990) 999-1036. Zbl0722.49020MR1075076
- [A-T2] L. Ambrosio and V.M. Tortorelli, On the approximation of free discontinuity problem. Boll. Un. Mat. Ital. B 6 (1992) 105-123. Zbl0776.49029MR1164940
- [B-Z] A. Blake and A. Zisserman, Visual Reconstruction. The MIT Press, Cambridge Mass, London (1987). MR919733
- [Bo-V] E. Bonnetier and M. Vogelius, An elliptic regularity result for a composite medium with “touching” fibers of circular cross-section. SIAM J. Math. Anal. 31 (2000) 651-677. Zbl0947.35044
- [Br] A. Braides, Approximation of Free-Discontinuity Problems. Springer-Verlag, Berlin Heidelberg New York (1998). Zbl0909.49001MR1651773
- [C] A.P. Calderón, On an inverse boundary value problem, in Seminar on Numerical Analysis and its Applications to Continuum Physics. Sociedade Brasileira de Matemática, Rio de Janeiro (1980) 65-73. MR590275
- [Co-Ta] G. Congedo and I. Tamanini, On the existence of solutions to a problem in multidimensional segmentation. Ann. Inst. H. Poincaré Anal. Non Linéaire 8 (1991) 175-195. Zbl0729.49003MR1096603
- [DM] G. Dal Maso, An Introduction to -convergence. Birkhäuser, Boston Basel Berlin (1993). Zbl0816.49001MR1201152
- [DG-Ca-L] E. De Giorgi, M. Carriero and A. Leaci, Existence theorem for a minimum problem with free discontinuity set. Arch. Rational Mech. Anal. 108 (1989) 195-218. Zbl0682.49002MR1012174
- [D] D.C. Dobson, Stability and Regularity of an Inverse Elliptic Boundary Value Problem, Ph.D. Thesis. Rice University, Houston (1990).
- [D-S] D.C. Dobson and F. Santosa, An image-enhancement technique for electrical impedance tomography. Inverse Problems 10 (1994) 317-334. Zbl0805.35149MR1269010
- [E-G] L.C. Evans and R.F. Gariepy, Measure Theory and Fine Properties of Functions. CRC Press, Boca Raton Ann Arbor London (1992). Zbl0804.28001MR1158660
- [I] V. Isakov, Inverse Problems for Partial Differential Equations. Springer-Verlag, New York Berlin Heidelberg (1998). Zbl0908.35134MR1482521
- [Gi] E. Giusti, Minimal Surfaces and Functions of Bounded Variation. Birkhäuser, Boston Basel Stuttgart (1984). Zbl0545.49018MR775682
- [K-St] D. Kinderlehrer and G. Stampacchia, An Introduction to Variational Inequalities and Their Applications. Academic Press, New York London Toronto (1980). Zbl0457.35001MR567696
- [Ko-V] R.V. Kohn and M. Vogelius, Determining conductivity by boundary measurements. Comm. Pure Appl. Math. 37 (1984) 289-298. Zbl0586.35089MR739921
- [Li-V] Y.Y. Li and M. Vogelius, Gradient estimates for solutions to divergence form elliptic equations with discontinuous coefficients. Arch. Rational Mech. Anal. 153 (2000) 91-151. Zbl0958.35060MR1770682
- [M] N.G. Meyers, An -estimate for the gradient of solutions of second order elliptic divergence equations. Ann. Scuola Norm. Sup. Pisa Cl. Sci. 17 (1963) 189-205. Zbl0127.31904MR159110
- [Mu-Sh1] D. Mumford and J. Shah, Boundary detection by minimizing functionals, I, in Proc. IEEE Computer Society Conference on Computer Vision and Pattern Recognition. IEEE Computer Society Press/North-Holland, Silver Spring Md./Amsterdam (1985) 22-26.
- [Mu-Sh2] D. Mumford and J. Shah, Optimal approximations by piecewise smooth functions and associated variational problems. Comm. Pure Appl. Math. 42 (1989) 577-685. Zbl0691.49036MR997568
- [Sy-U] J. Sylvester and G. Uhlmann, A global uniqueness theorem for an inverse boundary value problem. Ann. Math. 125 (1987) 153-169. Zbl0625.35078MR873380
- [Tr] G.M. Troianiello, Elliptic Differential Equations and Obstacle Problems. Plenum Press, New York London (1987). Zbl0655.35002MR1094820
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