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计算解剖学中的哈密顿系统与最优控制:达西·汤普森之后的 100 年。

Hamiltonian Systems and Optimal Control in Computational Anatomy: 100 Years Since D'Arcy Thompson.

机构信息

Center of Imaging Science.

Department of Biomedical Engineering.

出版信息

Annu Rev Biomed Eng. 2015;17:447-509. doi: 10.1146/annurev-bioeng-071114-040601. Epub 2015 Nov 4.

Abstract

The Computational Anatomy project is the morphome-scale study of shape and form, which we model as an orbit under diffeomorphic group action. Metric comparison calculates the geodesic length of the diffeomorphic flow connecting one form to another. Geodesic connection provides a positioning system for coordinatizing the forms and positioning their associated functional information. This article reviews progress since the Euler-Lagrange characterization of the geodesics a decade ago. Geodesic positioning is posed as a series of problems in Hamiltonian control, which emphasize the key reduction from the Eulerian momentum with dimension of the flow of the group, to the parametric coordinates appropriate to the dimension of the submanifolds being positioned. The Hamiltonian viewpoint provides important extensions of the core setting to new, object-informed positioning systems. Several submanifold mapping problems are discussed as they apply to metamorphosis, multiple shape spaces, and longitudinal time series studies of growth and atrophy via shape splines.

摘要

计算解剖学项目是形态尺度的形状和形式研究,我们将其建模为微分同胚群作用下的轨道。度量比较计算将一种形式连接到另一种形式的微分同胚流的测地长度。测地线连接为协调形式和定位它们相关的功能信息提供了一个定位系统。本文回顾了自十年前对测地线的欧拉-拉格朗日特征描述以来的进展。测地线定位被提出为一系列哈密顿控制问题,这些问题强调了从具有群流维度的欧拉动量到适合定位子流形维度的参数坐标的关键降维。哈密顿观点为核心设置提供了重要的扩展,以适应新的、基于对象的定位系统。讨论了几个子流形映射问题,它们适用于变形、多个形状空间以及通过形状样条进行生长和萎缩的纵向时间序列研究。

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