This work is concerned with the determination of the diffusion coefficient from distributed data of the state. This problem is related to homogenization theory on the one hand and to regularization theory on the other hand. An approach is proposed which involves total variation regularization combined with a suitably chosen cost functional that promotes the diffusion coefficient assuming prespecified values at each point of the domain. The main difficulty lies in the delicate functional-analytic structure of the resulting nondifferentiable optimization problem with pointwise constraints for functions of bounded variation, which makes the derivation of useful pointwise optimality conditions challenging. To cope with this difficulty, a novel reparametrization technique is introduced. Numerical examples using a regularized semismooth Newton method illustrate the structure of the obtained diffusion coefficient.
Accepté le :
DOI : 10.1051/m2an/2017061
Mots clés : Topology optimization, total variation, convex analysis, non-smooth optimization, semi-smooth Newton method
@article{M2AN_2018__52_1_275_0, author = {Clason, Christian and Kruse, Florian and Kunisch, Karl}, title = {Total variation regularization of multi-material topology optimization}, journal = {ESAIM: Mathematical Modelling and Numerical Analysis }, pages = {275--303}, publisher = {EDP-Sciences}, volume = {52}, number = {1}, year = {2018}, doi = {10.1051/m2an/2017061}, zbl = {1397.49056}, mrnumber = {3808161}, language = {en}, url = {http://www.numdam.org/articles/10.1051/m2an/2017061/} }
TY - JOUR AU - Clason, Christian AU - Kruse, Florian AU - Kunisch, Karl TI - Total variation regularization of multi-material topology optimization JO - ESAIM: Mathematical Modelling and Numerical Analysis PY - 2018 SP - 275 EP - 303 VL - 52 IS - 1 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/m2an/2017061/ DO - 10.1051/m2an/2017061 LA - en ID - M2AN_2018__52_1_275_0 ER -
%0 Journal Article %A Clason, Christian %A Kruse, Florian %A Kunisch, Karl %T Total variation regularization of multi-material topology optimization %J ESAIM: Mathematical Modelling and Numerical Analysis %D 2018 %P 275-303 %V 52 %N 1 %I EDP-Sciences %U http://www.numdam.org/articles/10.1051/m2an/2017061/ %R 10.1051/m2an/2017061 %G en %F M2AN_2018__52_1_275_0
Clason, Christian; Kruse, Florian; Kunisch, Karl. Total variation regularization of multi-material topology optimization. ESAIM: Mathematical Modelling and Numerical Analysis , Tome 52 (2018) no. 1, pp. 275-303. doi : 10.1051/m2an/2017061. http://www.numdam.org/articles/10.1051/m2an/2017061/
[1] Identification of an unknown parameter function in the main part of an elliptic partial differential equation. Z. Anal. Anwend. 32 (2013) 163–178. | DOI | MR | Zbl
and ,[2] The FEniCS project version 1.5. Arch. Numer. Softw. 3 (2015) 9–23.
, , , , , , , , , and ,[3] Linear Functional Analysis. An Application-Oriented Introduction (Universitext). Springer, London (2016). | MR | Zbl
,[4] Functions of Bounded Variation and Free Discontinuity Problems. Oxford Mathematical Monographs. The Clarendon Press, Oxford University Press, New York (2000). | MR | Zbl
, and ,[5] A semismooth Newton method for topology optimization. Nonlinear Anal. 73 (2010) 1585–1595. | DOI | MR | Zbl
,[6] Analysis of a level set method for topology optimization. Optim. Meth. Softw. 26 (2011) 555–573. | DOI | MR | Zbl
,[7] A new algorithm for topology optimization using a level-set method. J. Comput. Phys. 216 (2006) 573–588. | DOI | MR | Zbl
and ,[8] Topology optimization methods with gradient-free perimeter approximation. Interfaces Free Bound. 14 (2012) 401–430. | DOI | MR | Zbl
and ,[9] Duality for the sum of convex functions in general Banach spaces, in Aspects of Mathematics and Its Applications. Vol. 34 of North-Holland Math. Library. North-Holland, Amsterdam (1986) 125–133. | DOI | MR | Zbl
and ,[10] Variational Analysis in Sobolev and BV Spaces. Applications to PDEs and Optimization. Vol. 6 of MPS/SIAM Series on Optimization, 2nd revised edn. SIAM, Philadelphia, PA (2014). | MR | Zbl
, and ,[11] Convexity and Optimization in Banach Spaces. Springer Monographs in Mathematics, 4th edn. Springer, Dordrecht (2012). | DOI | MR | Zbl
and ,[12] Total variation minimization with finite elements: convergence and iterative solution. SIAM J. Numer. Anal. 50 (2012) 1162–1180. | DOI | MR | Zbl
,[13] Multi-material phase field approach to structural topology optimization, in Trends in PDE Constrained Optimization, edited by et al. Vol. 165 of International Series of Numerical Mathematics. Birkhäuser, Cham (2014) 231–246. | DOI | MR | Zbl
, , , and ,[14] Design-dependent loads in topology optimization. ESAIM: COCV. 9 (2003) 19–48. | Numdam | MR | Zbl
and ,[15] A pointwise characterization of the subdifferential of the total variation functional. Preprint (2016). | arXiv
and ,[16] Boundary value problems in weighted Sobolev spaces on Lipschitz manifolds. Mem. Differ. Eq. Math. Phys. 60 (2013) 15–55. | MR | Zbl
and ,[17] Regularization by functions of bounded variation and applications to image enhancement. Appl. Math. Optim. 40 (1999) 229–257. | DOI | MR | Zbl
, and ,[18] Approximation of sparse controls in semilinear equations by piecewise linear functions. Numer. Math. 122 (2012) 645–669. | DOI | MR | Zbl
, and ,[19] Regularization of linear least squares problems by total bounded variation. ESAIM: COCV. 2 (1997) 359–376. | Numdam | MR | Zbl
and ,[20] Multi-bang control of elliptic systems. Annales de l’Institut Henri Poincaré (C) Analyse Non Linéaire 31 (2014) 1109–1130. | DOI | Numdam | MR | Zbl
and ,[21] A convex analysis approach to multi-material topology optimization. ESAIM: M2AN 50 (2016) 1917–1936. | DOI | Numdam | MR | Zbl
and ,[22] Convex Analysis and Variational Problems. Vol. 28 of Classics Appl. Math. SIAM, Philadelphia (1999). | MR | Zbl
and ,[23] Minimal Surfaces and Functions of Bounded Variation. Vol. 80 of Monographs in Mathematics. Birkhäuser Verlag, Basel (1984). | MR | Zbl
,[24] A W1,p-estimate for solutions to mixed boundary value problems for second order elliptic differential equations. Math. Ann. 283 (1989) 679–687. | DOI | MR | Zbl
,[25] Hölder continuity and optimal control for nonsmooth elliptic problems. Appl. Math. Optim. 60 (2009) 397–428. | DOI | MR | Zbl
, , and ,[26] Multidisciplinary free material optimization. SIAM J. Appl. Math. 70 (2010) 2709–2728. | DOI | MR | Zbl
, , and ,[27] Lagrange Multiplier Approach to Variational Problems and Applications. Vol. 15 of Advances in Design and Control. SIAM, Philadelphia, PA (2008). | MR | Zbl
and ,[28] Newton’s method for non-differentiable functions. Math. Res. 45 (1988) 114–125. | MR | Zbl
,[29] Dolfin: automated finite element computing. ACM Trans. Math. Softw. 37 (2010) 20. | DOI | MR | Zbl
and ,[30] Automated Solution of Differential Equations by the Finite Element Method. Springer, New York (2012). | DOI | Zbl
, , et al.,[31] DOLFIN: A C++/Python Finite Element Library, Chapter 10. Springer, Berlin Heidelberg (2012).
, and ,[32] Semismooth and semiconvex functions in constrained optimization. SIAM J. Control Optim. 15 (1977) 959–972. | DOI | MR | Zbl
,[33] Contre-exemples pour divers problèmes où le contrôle intervient dans les coefficients. Ann. Mat. Pura Appl. 112 (1977) 49–68. | DOI | MR | Zbl
,[34] H-convergence, in Topics in the Mathematical Modelling of Composite Materials. Vol. 31 of Progr. Nonlinear Differential Equations Appl. Birkhäuser Boston, Boston, MA (1997) 21–43. | MR | Zbl
and ,[35] Finite element discretization and efficient numerical solution of elliptic and parabolic sparse control problems. Dissertation, Technische Universität München, München (2015).
,[36] Nonlinear total variation based noise removal algorithms. Physica D 60 (1992) 259–268. | DOI | MR | Zbl
, and ,[37] Explicit versus implicit relative error regularization on the space of functions of bounded variation, in Inverse Problems, Image Analysis, and Medical Imaging, edited by and , eds. Vol. 313 of Contemp. Math. American Mathematical Society, Providence, RI (2002) 171–198. | DOI | MR | Zbl
,[38] Nonsmooth Analysis (Universitext). Springer, Berlin (2007). | DOI | MR | Zbl
,[39] The appearance of oscillations in optimization problems, in Nonclassical Continuum Mechanics (Durham, 1986). Vol. 122 of London Math. Soc. Lecture Note Ser. Cambridge Univ. Press, Cambridge (1987) 129–150. | MR | Zbl
,[40] The General Theory of Homogenization: A Personalized Introduction. Vol. 7 of Lecture Notes of the Unione Matematica Italiana. Springer, Berlin; UMI, Bologna (2009). | MR | Zbl
,[41] Sparse measure-valued optimal control problems governed by wave equations. Dissertation, Karl-Franzens-Universität Graz, Graz (2015).
,[42] Optimal Control of Partial Differential Equations: Theory, Methods and Applications. Translated from the German by Jürgen Sprekels. American Mathematical Society, Providence, RI (2010). | MR | Zbl
,[43] Semismooth Newton Methods for Variational Inequalities and Constrained Optimization Problems in Function Spaces, Vol. 11 of MOS-SIAM Series on Optimization. SIAM, Philadelphia, PA (2011). | MR | Zbl
,[44] Weakly Differentiable Functions. Vol. 120 of Graduate Texts in Mathematics. Springer, New York (1989). | DOI | MR | Zbl
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