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Pencil beam dose calculation for proton therapy on graphics processing units

机译:图形处理单元上质子治疗的笔形束剂量计算

摘要

Radiotherapy delivered using scanned beams of protons enables greater conformity between the dose distribution and the tumour than conventional radiotherapy using X rays. However, the dose distributions are more sensitive to changes in patient anatomy, and tend to deteriorate in the presence of motion. Online dose calculation during treatment delivery offers a way of monitoring the delivered dose in real time, and could be used as a basis for mitigating the effects of motion. The aim of this work has therefore been to investigate how the computational power offered by graphics processing units can be harnessed to enable fast analytical dose calculation for online monitoring in proton therapy.The first part of the work consisted of a systematic investigation of various approaches to implementing the most computationally expensive step of the pencil beam algorithm to run on graphics processing units. As a result, it was demonstrated how the kernel superposition operation, or convolution with a spatially varying kernel, can be efficiently implemented using a novel scatter-based approach. For the intended application, this outperformed the conventional gather-based approach suggested in the literature, permitting faster pencil beam dose calculation and potential speedups of related algorithms in other fields.In the second part, a parallelised proton therapy dose calculation engine employing the scatter-based kernel superposition implementation was developed. Such a dose calculation engine, running all of the principal steps of the pencil beam algorithm on a graphics processing unit, had not previously been presented in the literature. The accuracy of the calculation in the high- and medium-dose regions matched that of a clinical treatment planning system whilst the calculation was an order of magnitude faster than previously reported. Importantly, the calculation times were short, both compared to the dead time available during treatment delivery and to the typical motion period, making the implementation suitable for online calculation.In the final part, the beam model of the dose calculation engine was extended to account for the low-dose halo caused by particles travelling at large angles with the beam, making the algorithm comparable to those in current clinical use. By reusing the workflow of the initial calculation but employing a lower resolution for the halo calculation, it was demonstrated how the improved beam model could be included without prohibitively prolonging the calculation time. Since the implementation was based on a widely used algorithm, it was further predicted that by careful tuning, the dose calculation engine would be able to reproduce the dose from a general beamline with sufficient accuracy.Based on the presented results, it was concluded that, by using a single graphics processing unit, dose calculation using the pencil beam algorithm could be made sufficiently fast for online dose monitoring, whilst maintaining the accuracy of current clinical systems.
机译:与使用X射线的常规放射疗法相比,使用扫描的质子束进行的放射疗法使剂量分布与肿瘤之间具有更大的一致性。然而,剂量分布对患者解剖结构的变化更敏感,并且在运动的情况下趋于恶化。治疗过程中的在线剂量计算提供了一种实时监控所输送剂量的方法,并且可以用作减轻运动影响的基础。因此,这项工作的目的是研究如何利用图形处理单元提供的计算能力,实现对质子治疗在线监测的快速分析剂量计算。工作的第一部分包括对各种方法的系统研究。实现铅笔束算法中计算量最大的步骤以在图形处理单元上运行。结果,证明了如何使用新颖的基于散布的方法有效地实现内核叠加操作或与空间变化的内核的卷积。对于预期的应用,它的性能优于文献中建议的基于聚集的传统方法,可以更快地计算笔形束剂量,并可以加快其他领域相关算法的使用。第二部分,采用散射的并行质子治疗剂量计算引擎开发了基于内核的实现。这样的剂量计算引擎在图形处理单元上运行笔形射束算法的所有主要步骤,以前没有在文献中介绍过。高剂量和中等剂量区域的计算准确性与临床治疗计划系统的准确性相符,而计算速度比以前报道的快一个数量级。重要的是,与治疗交付期间可用的死区时间和典型运动周期相比,计算时间都较短,这使得该实施适合在线计算。最后,剂量计算引擎的射束模型扩展为考虑到由于粒子与光束大角度传播而引起的低剂量光晕,使得该算法可与当前临床使用的算法相媲美。通过重用初始计算的工作流程,但在光晕计算中使用较低的分辨率,证明了如何在不过度延长计算时间的情况下包括改进的光束模型。由于该实现是基于广泛使用的算法,因此可以进一步预测,通过仔细调整,剂量计算引擎将能够以足够的精度从通用光束线中再现剂量。通过使用单个图形处理单元,使用铅笔束算法的剂量计算可以足够快地进行在线剂量监测,同时保持当前临床系统的准确性。

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    da Silva Joakim;

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  • 年度 2016
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  • 原文格式 PDF
  • 正文语种 en
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