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Numerical study on the sequential Bayesian approach for radioactive materials detection

机译:顺序贝叶斯方法进行放射性物质检测的数值研究

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摘要

A new detection method, based on the sequential Bayesian approach proposed by Candy et al., offers new horizons for the research of radioactive detection. Compared with the commonly adopted detection methods incorporated with statistical theory, the sequential Bayesian approach offers the advantages of shorter verification time during the analysis of spectra that contain low total counts, especially in complex radionuclide components. In this paper, a simulation experiment platform implanted with the methodology of sequential Bayesian approach was developed. Events sequences of γ-rays associating with the true parameters of a LaBr_3(Ce) detector were obtained based on an events sequence generator using Monte Carlo sampling theory to study the performance of the sequential Bayesian approach. The numerical experimental results are in accordance with those of Candy. Moreover, the relationship between the detection model and the event generator, respectively represented by the expected detection rate (A_m) and the tested detection rate (G_m) parameters, is investigated. To achieve an optimal performance for this processor, the interval of the tested detection rate as a function of the expected detection rate is also presented.
机译:一种新的检测方法,基于Candy等人提出的顺序贝叶斯方法,为放射性检测的研究提供了新的视野。与统计理论中常用的检测方法相比,顺序贝叶斯方法的优点是在分析总计数较低的光谱时,特别是在复杂的放射性核素成分中,验证时间更短。在本文中,开发了一种植入了顺序贝叶斯方法的仿真实验平台。基于事件序列发生器,利用蒙特卡洛采样理论,研究了与LaBr_3(Ce)探测器真实参数相关的γ射线事件序列,以研究顺序贝叶斯方法的性能。数值实验结果与Candy的一致。此外,研究了分别由预期检测率(A_m)和测试检测率(G_m)参数表示的检测模型与事件生成器之间的关系。为了使该处理器达到最佳性能,还介绍了测试检测率的间隔与预期检测率的关系。

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  • 作者单位

    Institute of Nuclear Physics and Chemistry, China Academy of Engineering Physics, Mian-shan Road, Mianyang 621900, China;

    Institute of Nuclear Physics and Chemistry, China Academy of Engineering Physics, Mian-shan Road, Mianyang 621900, China;

    Center for Strategic Studies, China Academy of Engineering Physics, Hua-yuan Road, Beijing 100088, China;

    Institute of Nuclear Physics and Chemistry, China Academy of Engineering Physics, Mian-shan Road, Mianyang 621900, China;

    Institute of Nuclear Physics and Chemistry, China Academy of Engineering Physics, Mian-shan Road, Mianyang 621900, China;

    Institute of Nuclear Physics and Chemistry, China Academy of Engineering Physics, Mian-shan Road, Mianyang 621900, China;

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  • 原文格式 PDF
  • 正文语种 eng
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  • 关键词

    sequential bayesian; radionuclide detection; expected detection rate; tested detection rate; LaBr_3(Ce) detector;

    机译:顺序贝叶斯放射性核素检测;预期检出率;检验检出率;LaBr_3(Ce)检测器;

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