Discrete gradient flows for shape optimization and applications

被引:52
作者
Dogan, G. [1 ]
Morin, P.
Nochetto, R. H.
Verani, M.
机构
[1] Univ Maryland, Dept Math, Inst Phys Sci & Technol, College Pk, MD 20742 USA
[2] Univ Nacl Litoral, Dept Matemat, Fac Ingn Quim, Inst Matemat Aplicada Litoral,CONICET, RA-3000 Santa Fe, Argentina
[3] Politecn Milan, Dipartimento Matemat, MOX, I-20133 Milan, Italy
关键词
shape optimization; scalar product; gradient flow; semi-implicit discretization; finite elements; surface diffusion; image segmentation;
D O I
10.1016/j.cma.2006.10.046
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
We present a variational framework for shape optimization problems that establishes clear and explicit connections among the continuous formulation, its full discretization and the resulting linear algebraic systems. Our approach hinges on the following essential features: shape differential calculus, a semi-implicit time discretization and a finite element method for space discretization. We use shape differential calculus to express variations of bulk and surface energies with respect to domain changes. The semi-implicit time discretization allows us to track the domain boundary without an explicit parametrization, and has the flexibility to choose different descent directions by varying the scalar product used for the computation of normal velocity. We propose a Schur complement approach to solve the resulting linear systems efficiently. We discuss applications of this framework to image segmentation, optimal shape design for PDE, and surface diffusion, along with the choice of suitable scalar products in each case. We illustrate the method with several numerical experiments, some developing pinch-off and topological changes in finite time. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:3898 / 3914
页数:17
相关论文
共 27 条
[1]   CURVATURE-DRIVEN FLOWS - A VARIATIONAL APPROACH [J].
ALMGREN, F ;
TAYLOR, JE ;
WANG, L .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1993, 31 (02) :387-437
[2]  
Ambrosio L., 1995, REND ACAD NAZ SCI XL, V19, P191
[3]  
AMBROSIO L., 2005, LECT MATH
[4]  
[Anonymous], 2002, MATH PROBLEMS IMAGE
[5]   INTERFACE MORPHOLOGY DEVELOPMENT DURING STRESS-CORROSION CRACKING .1. VIA SURFACE DIFFUSION [J].
ASARO, RJ ;
TILLER, WA .
METALLURGICAL TRANSACTIONS, 1972, 3 (07) :1789-&
[6]   A finite element method for surface diffusion:: the parametric case [J].
Bänsch, E ;
Morin, P ;
Nochetto, RH .
JOURNAL OF COMPUTATIONAL PHYSICS, 2005, 203 (01) :321-343
[7]  
Burger M, 2003, INTERFACE FREE BOUND, V5, P301
[8]   OVERVIEW NO-113 - SURFACE MOTION BY SURFACE-DIFFUSION [J].
CAHN, JW ;
TAYLOR, JE .
ACTA METALLURGICA ET MATERIALIA, 1994, 42 (04) :1045-1063
[9]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[10]  
CEA J, 1981, P NATO ADV STUD I OP