MORPHOLOGICAL CONTROL PROBLEMS WITH STATE CONSTRAINTS

被引:8
|
作者
Lorenz, Thomas [1 ]
机构
[1] Goethe Univ Frankfurt, Inst Math, D-60325 Frankfurt, Germany
关键词
shape evolutions with state constraints; morphological equation; open-loop problem; closed-loop problem; viability condition; image segmentation; REACHABLE SETS; QUASIDIFFERENTIAL EQUATIONS; ACTIVE CONTOURS; REGULARITY; FORMULATION; EVOLUTIONS; THEOREM; SPACE; TUBES;
D O I
10.1137/090752183
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we extend fundamental notions of control theory to evolving compact subsets of the Euclidean space as states without linear structure. Dispensing with any restriction of regularity, shapes can be interpreted as nonempty compact subsets of the Euclidean space R-N. Their family K(R-N), however, does not have any obvious linear structure, but in combination with the popular Pompeiu-Hausdorff distance d it is a metric space. Here Aubin's framework of morphological equations is used for extending ordinary differential equations beyond vector spaces, namely to the metric space (K(R-N), d). Now various control problems, such as open-loop, relaxed, and closed-loop control problems, are formulated for compact sets depending on time, each of them with state constraints. Using the close relation to morphological inclusions with state constraints, we specify sufficient conditions for the existence of compact-valued solutions. Finally, this framework is applied to image segmentation and provides a region growing method without regularity restrictions.
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页码:5510 / 5546
页数:37
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