论文标题

部分可观测时空混沌系统的无模型预测

Novel ion imaging concept based on time-of-flight measurements with low gain avalanche detectors

论文作者

Ulrich-Pur, Felix, Bergauer, Thomas, Hirtl, Albert, Irmler, Christian, Kaser, Stefanie, Pitters, Florian, Rit, Simon

论文摘要

离子束治疗中的治疗计划需要准确了解患者内部的相对停止功率(RSP)分布。当前,通过将测得的光子的衰减系数转换为离子的RSP值,通过常规X射线计算机断层扫描(CT)获得RSP图。另外,为了避免此方法固有的转换误差,可以使用离子计算机断层扫描(ICT),因为它允许直接确定RSP。在典型的ICT系统中,通常由跟踪系统和单独的残留能量检测器组成,RSP是通过测量颗粒轨迹和相应的水等效路径长度(WEPL)来获得的。在这项工作中,我们探索了一种新型的ICT方法,该方法不需要残留的能量探测器。取而代之的是,由于离子路径的能量损失,通过确定飞行时间(TOF)的变化来间接估计WEPL。为此,我们基于低增益雪崩检测器(LGADS)创建了一个TOF-ICT系统的Geant4模型,该模型是快速的4D跟踪检测器,可以测量具有高空间和时间精度的单个粒子的到达时间和位置。为了评估此TOF-ICT概念的性能,我们使用CATPHAN CTP404敏化幻象确定了不同系统设置的RSP分辨率和准确性。在研究的系统参数集中,发现RSP准确性的下限为0.91%,证明了这种新颖的TOF-ICT概念的原理证明。使用这种方法的主要优点是,由于其紧凑的设计,它可能有可能促进临床整合,但是,这需要实验验证并改善当前的WEPL校准程序。

Treatment planning in ion beam therapy requires accurate knowledge of the relative stopping power (RSP) distribution within the patient. Currently, RSP maps are obtained via conventional x-ray computed tomography (CT) by converting the measured attenuation coefficients of photons into RSP values for ions. Alternatively, to avoid conversion errors that are inherent to this method, ion computed tomography (iCT) can be used since it allows determining the RSP directly. In typical iCT systems, which usually consist of a tracking system and a separate residual energy detector, the RSP is obtained by measuring the particle trajectory and the corresponding water equivalent path length (WEPL) of single ions travelling through the patient. Within this work, we explore a novel iCT approach which does not require a residual energy detector. Instead, the WEPL is estimated indirectly by determining the change in time of flight (TOF) due to the energy loss along the ion's path. For this purpose, we have created a Geant4 model of a TOF-iCT system based on low gain avalanche detectors (LGADs), which are fast 4D-tracking detectors that can measure the time of arrival and position of individual particles with high spatial and time precision. To assess the performance of this TOF-iCT concept, we determined the RSP resolution and accuracy for different system settings using the Catphan CTP404 sensitometry phantom. Within the set of investigated system parameters, the lower limit of the RSP accuracy was found at 0.91%, demonstrating the proof-of-principle of this novel TOF-iCT concept. The main advantage of using this approach is that it could potentially facilitate clinical integration due to its compact design, which, however, requires experimental verification and an improvement of the current WEPL calibration procedure.

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