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首页> 外文期刊>Physics in medicine and biology. >Variance reduction techniques for fast Monte Carlo CBCT scatter correction calculations.
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Variance reduction techniques for fast Monte Carlo CBCT scatter correction calculations.

机译:用于快速蒙特卡洛CBCT散射校正计算的方差降低技术。

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摘要

Several variance reduction techniques improving the efficiency of the Monte Carlo estimation of the scatter contribution to a cone beam computed tomography (CBCT) scan were implemented in egs_ctct, an EGSnrc-based application for CBCT-related calculations. The largest impact on the efficiency comes from the splitting + Russian Roulette techniques which are described in detail. The fixed splitting technique is outperformed by both the position-dependent importance splitting (PDIS) and the region-dependent importance splitting (RDIS). The superiority of PDIS over RDIS observed for a water phantom with bone inserts is not observed when applying these techniques to a more realistic human chest phantom. A maximum efficiency improvement of several orders of magnitude over an analog calculation is obtained. A scatter calculation combining the reported efficiency gain with a smoothing algorithm is already in the proximity of being of practical use if a medium size computer cluster is available.
机译:在egs_ctct(基于EGSnrc的CBCT相关计算应用程序)中实施了几种方差减少技术,这些技术可提高对锥束计算机断层扫描(CBCT)扫描的散射贡献的蒙特卡罗估计的效率。对效率的最大影响来自详细介绍的拆分+俄罗斯轮盘技术。固定拆分技术的性能优于位置相关的重要性拆分(PDIS)和区域相关的重要性拆分(RDIS)。当将这些技术应用于更真实的人体胸部模型时,未观察到在具有骨插入物的水模型中观察到的PDIS优于RDIS。与模拟计算相比,可获得最大数量级的效率提升。如果有中等规模的计算机集群,则将报告的效率增益与平滑算法相结合的分散计算已接近实际应用。

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