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Locating a γ-ray source using cuboid scintillators and the KNN algorithm

机译:使用长方体闪烁器和KNN算法定位γ射线源

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摘要

In using radiation detectors to locate γ-ray sources, one needs to consider not only the detection efficiency, but also the portability of the detector and the detectable energy range. In this paper, we put forward a novel proposal which combines the advantages of cuboid scintillators and array detectors, in order to achieve portability and efficiency. To this aim, we first developed a mathematical angular response model of cuboid scintillators, and then verified the model experimentally. Then, we designed a simple structured detector array and used the Monte Carlo simulations to verify its angular resolution. Monte Carlo results show that the angular resolution of the detector array may achieve one degree. Finally, in order to further improve the detector performance, we implemented the KNN algorithm, achieving an angular resolution of the order of one tenth of a degree.
机译:在使用辐射探测器来定位γ射线源时,不仅需要考虑检测效率,而且需要考虑检测器的可移植性和可检测的能量范围。在本文中,我们提出了一种结合长方体闪烁器和阵列探测器的优势的新型建议,以实现便携性和效率。为此目的,我们首先开发了一系列长方体闪烁体的数学角度响应模型,然后通过实验验证了模型。然后,我们设计了一个简单的结构化探测器阵列,并使用了蒙特卡罗模拟来验证其角度分辨率。蒙特卡罗结果表明,探测器阵列的角度分辨率可以实现一度。最后,为了进一步提高探测器性能,我们实现了KNN算法,实现了一个程度的十分之一的角度分辨率。

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