Abstract
The mathematical description of problems involving discontinuities requires using function spaces that extend the concept of weak derivatives. The gradients of functions of bounded variation are certain measures and the functions may jump across lower-dimensional subsets. The properties of this function space enable the mathematical modeling of fracture and crack formation of materials within the framework of the calculus of variations. Qualitatively, similar model problems arise in image processing to formulate denoising or segmentation of an image. Convergence, error estimation, iterative solution, and implementation of finite element discretizations of these model problems are investigated in this chapter.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Ambrosio, L.: Existence theory for a new class of variational problems. Arch. Ration. Mech. Anal. 111(4), 291–322 (1990). http://dx.doi.org/10.1007/BF00376024
Ambrosio, L., Fusco, N., Pallara, D.: Functions of Bounded Variation and Free Discontinuity Problems. Oxford Mathematical Monographs, The Clarendon Press. Oxford University Press, New York (2000)
Ambrosio, L., Tortorelli, V.M.: Approximation of functionals depending on jumps by elliptic functionals via \(\varGamma \)-convergence. Commun. Pure Appl. Math. 43(8), 999–1036 (1990). http://dx.doi.org/10.1002/cpa.3160430805
Attouch, H., Buttazzo, G., Michaille, G.: Variational Analysis in Sobolev and BV Spaces. MPS/SIAM Series on Optimization, vol. 6. Society for Industrial and Applied Mathematics (SIAM), Philadelphia (2006)
Aubert, G.: Mathematical Problems in Image Processing. Applied Mathematical Sciences, vol. 147, 2nd edn. Springer, New York (2006)
Bartels, S.: Total variation minimization with finite elements: convergence and iterative solution. SIAM J. Numer. Anal. 50(3), 1162–1180 (2012). http://dx.doi.org/10.1137/11083277X
Bartels, S.: Broken Sobolev space iteration for total variation regularized minimization problems (2013). Preprint
Bartels, S., Nochetto, R.H., Salgado, A.J.: Discrete total variation flows without regularization. SIAM J. Numer. Anal. 52(1), 363–385 (2014). http://dx.doi.org/10.1137/120901544
Braides, A.: Approximation of Free-Discontinuity Problems. Lecture Notes in Mathematics, vol. 1694. Springer, Berlin (1998)
Chambolle, A., Pock, T.: A first-order primal-dual algorithm for convex problems with applications to imaging. J. Math. Imaging Vis. 40(1), 120–145 (2011). http://dx.doi.org/10.1007/s10851-010-0251-1
Ekeland, I., Témam, R.: Convex Analysis and Variational Problems. Classics in Applied Mathematics, vol. 28, English edn. Society for Industrial and Applied Mathematics (SIAM), Philadelphia (1999). http://dx.doi.org/10.1137/1.9781611971088
Hintermüller, M., Kunisch, K.: Total bounded variation regularization as a bilaterally constrained optimization problem. SIAM J. Appl. Math. 64(4), 1311–1333 (2004). http://dx.doi.org/10.1137/S0036139903422784
Kawohl, B.: From Mumford-Shah to Perona-Malik in image processing. Math. Methods Appl. Sci. 27(15), 1803–1814 (2004). http://dx.doi.org/10.1002/mma.564
Rockafellar, R.T.: Convex Analysis. Princeton Mathematical Series, vol. 28. Princeton University Press, Princeton (1970)
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this chapter
Cite this chapter
Bartels, S. (2015). Free Discontinuities. In: Numerical Methods for Nonlinear Partial Differential Equations. Springer Series in Computational Mathematics, vol 47. Springer, Cham. https://doi.org/10.1007/978-3-319-13797-1_10
Download citation
DOI: https://doi.org/10.1007/978-3-319-13797-1_10
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-13796-4
Online ISBN: 978-3-319-13797-1
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)