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无需用户生成网格,从医学图像到流动计算。

From medical images to flow computations without user-generated meshes.

作者信息

Dillard Seth I, Mousel John A, Shrestha Liza, Raghavan Madhavan L, Vigmostad Sarah C

机构信息

Department of Mechanical and Industrial Engineering, Seamans Center for the Engineering Arts and Sciences, The University of Iowa, Iowa City, IA, 52242-1527, USA; IIHR - Hydroscience and Engineering, C. Maxwell Stanley Hydraulics Laboratory, The University of Iowa, Iowa City, IA, 52242-1585, USA.

出版信息

Int J Numer Method Biomed Eng. 2014 Oct;30(10):1057-83. doi: 10.1002/cnm.2644. Epub 2014 Apr 21.

Abstract

Biomedical flow computations in patient-specific geometries require integrating image acquisition and processing with fluid flow solvers. Typically, image-based modeling processes involve several steps, such as image segmentation, surface mesh generation, volumetric flow mesh generation, and finally, computational simulation. These steps are performed separately, often using separate pieces of software, and each step requires considerable expertise and investment of time on the part of the user. In this paper, an alternative framework is presented in which the entire image-based modeling process is performed on a Cartesian domain where the image is embedded within the domain as an implicit surface. Thus, the framework circumvents the need for generating surface meshes to fit complex geometries and subsequent creation of body-fitted flow meshes. Cartesian mesh pruning, local mesh refinement, and massive parallelization provide computational efficiency; the image-to-computation techniques adopted are chosen to be suitable for distributed memory architectures. The complete framework is demonstrated with flow calculations computed in two 3D image reconstructions of geometrically dissimilar intracranial aneurysms. The flow calculations are performed on multiprocessor computer architectures and are compared against calculations performed with a standard multistep route.

摘要

针对特定患者几何形状的生物医学流动计算需要将图像采集与处理和流体流动求解器集成在一起。通常,基于图像的建模过程涉及多个步骤,如图像分割、表面网格生成、体积流动网格生成,最后是计算模拟。这些步骤是分开执行的,通常使用不同的软件,并且每个步骤都需要用户具备相当的专业知识并投入大量时间。本文提出了一种替代框架,其中整个基于图像的建模过程在笛卡尔域上执行,图像作为隐式曲面嵌入该域内。因此,该框架无需生成适合复杂几何形状的表面网格以及随后创建贴合物体的流动网格。笛卡尔网格修剪、局部网格细化和大规模并行化提供了计算效率;所采用的图像到计算技术被选择为适合分布式内存架构。通过在两个几何形状不同的颅内动脉瘤的3D图像重建中进行流动计算来演示完整的框架。流动计算在多处理器计算机架构上执行,并与使用标准多步骤路径执行的计算进行比较。

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本文引用的文献

1
A VERSATILE SHARP INTERFACE IMMERSED BOUNDARY METHOD FOR INCOMPRESSIBLE FLOWS WITH COMPLEX BOUNDARIES.
J Comput Phys. 2008;227(10):4825-4852. doi: 10.1016/j.jcp.2008.01.028.
2
An image-based modeling framework for patient-specific computational hemodynamics.
Med Biol Eng Comput. 2008 Nov;46(11):1097-112. doi: 10.1007/s11517-008-0420-1. Epub 2008 Nov 11.
3
Multiscale vascular surface model generation from medical imaging data using hierarchical features.
IEEE Trans Med Imaging. 2008 Mar;27(3):331-41. doi: 10.1109/TMI.2007.905081.
4
Active contours without edges.
IEEE Trans Image Process. 2001;10(2):266-77. doi: 10.1109/83.902291.
5
Abdominal aortic hemodynamics in young healthy adults at rest and during lower limb exercise: quantification using image-based computer modeling.
Am J Physiol Heart Circ Physiol. 2006 Aug;291(2):H668-76. doi: 10.1152/ajpheart.01301.2005. Epub 2006 Apr 7.
6
Computational fluid dynamic simulation of aggregation of deformable cells in a shear flow.
J Biomech Eng. 2005 Dec;127(7):1070-80. doi: 10.1115/1.2112907.
8
The medical imaging interaction toolkit.
Med Image Anal. 2005 Dec;9(6):594-604. doi: 10.1016/j.media.2005.04.005.
9
Multiple resolution Bayesian segmentation of ultrasound images.
Ultrason Imaging. 1995 Oct;17(4):291-304. doi: 10.1177/016173469501700403.

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