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用于医学应用的蒙特卡罗模拟中的新型混合体素化/解析基元。

New hybrid voxelized/analytical primitive in Monte Carlo simulations for medical applications.

作者信息

Bert Julien, Lemaréchal Yannick, Visvikis Dimitris

机构信息

INSERM UMR1101, LaTIM, CHRU Brest, Brest, France.

出版信息

Phys Med Biol. 2016 May 7;61(9):3347-64. doi: 10.1088/0031-9155/61/9/3347. Epub 2016 Apr 1.

DOI:10.1088/0031-9155/61/9/3347
PMID:27032813
Abstract

Monte Carlo simulations (MCS) applied in particle physics play a key role in medical imaging and particle therapy. In such simulations, particles are transported through voxelized phantoms derived from predominantly patient CT images. However, such voxelized object representation limits the incorporation of fine elements, such as artificial implants from CAD modeling or anatomical and functional details extracted from other imaging modalities. In this work we propose a new hYbrid Voxelized/ANalytical primitive (YVAN) that combines both voxelized and analytical object descriptions within the same MCS, without the need to simultaneously run two parallel simulations, which is the current gold standard methodology. Given that YVAN is simply a new primitive object, it does not require any modifications on the underlying MC navigation code. The new proposed primitive was assessed through a first simple MCS. Results from the YVAN primitive were compared against an MCS using a pure analytical geometry and the layer mass geometry concept. A perfect agreement was found between these simulations, leading to the conclusion that the new hybrid primitive is able to accurately and efficiently handle phantoms defined by a mixture of voxelized and analytical objects. In addition, two application-based evaluation studies in coronary angiography and intra-operative radiotherapy showed that the use of YVAN was 6.5% and 12.2% faster than the layered mass geometry method, respectively, without any associated loss of accuracy. However, the simplification advantages and differences in computational time improvements obtained with YVAN depend on the relative proportion of the analytical and voxelized structures used in the simulation as well as the size and number of triangles used in the description of the analytical object meshes.

摘要

应用于粒子物理学的蒙特卡罗模拟(MCS)在医学成像和粒子治疗中发挥着关键作用。在这类模拟中,粒子通过主要从患者CT图像派生的体素化体模进行传输。然而,这种体素化的物体表示方式限制了精细元素的纳入,比如来自CAD建模的人工植入物或从其他成像模态提取的解剖学和功能细节。在这项工作中,我们提出了一种新的混合体素化/解析基元(YVAN),它能在同一MCS中结合体素化和解析物体描述,而无需同时运行两个并行模拟,这是当前的金标准方法。鉴于YVAN仅仅是一个新的基元对象,它不需要对底层的MC导航代码进行任何修改。通过首次简单的MCS对新提出的基元进行了评估。将YVAN基元的结果与使用纯解析几何和层质量几何概念的MCS进行了比较。这些模拟之间达成了完美的一致性,从而得出结论:新的混合基元能够准确且高效地处理由体素化和解析物体混合定义的体模。此外,在冠状动脉造影和术中放射治疗方面的两项基于应用的评估研究表明,使用YVAN分别比层质量几何方法快6.5%和12.2%,且没有任何相关的精度损失。然而,YVAN获得的简化优势和计算时间改进的差异取决于模拟中使用的解析结构和体素化结构的相对比例,以及解析物体网格描述中使用的三角形的大小和数量。

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