平行有限元法与蒙特卡罗法在光学层析成像中的性能比较

S. Hendrata, M. Franklin
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引用次数: 5

摘要

光学层析成像是一种很有前途的利用可见光的医学成像方法。对于光学层析成像,解决“正演问题”的能力起着重要的作用。这个问题涉及到利用物体的光学结构知识以及光源的特性和位置来预测物体内部和表面的光强分布。光在混浊介质中传播的一个常用模型是扩散方程。本文介绍了求解光学层析成像扩散方程的两种数值方法——有限元法和蒙特卡罗法,并对它们在并行计算机系统上的性能进行了分析和比较。为了获得两种方法的性能预测,开发了处理器和应用程序性能模型,允许确定其中一种方法或另一种方法更优的条件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Performance comparison of parallel finite element and Monte Carlo methods in optical tomography
Optical tomography is a promising medical imaging method which uses visible light. For optical tomography, the ability to solve the "forward problem" plays an important role. This problem involves predicting the distribution of light intensities inside and on the surface of the object using the knowledge of the optical structure of the object and the characteristics and position of the light source. A commonly used model for light propagation in turbid media a's the diffusion equation. Two numerical methods, the Finite Element Method and the Monte Carlo Method, for solving the diffusion equation in optical tomography are presented, analyzed and compared in terms of their properties when being executed on a parallel computer system. To obtain performance predictions for both methods, processor and application performance models are developed permitting the determination of the conditions under which either one or the other method is superior.
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