利用分布式探测器推断放射性物质二维位置的贝叶斯方法

IF 2.8 3区 物理与天体物理 Q3 CHEMISTRY, PHYSICAL Radiation Physics and Chemistry Pub Date : 2024-11-12 DOI:10.1016/j.radphyschem.2024.112389
Giyoon Kim , Sanggeol Jeong , Jinhwan Kim , Kyung Taek Lim , Heejun Chung , Myungsoo Kim
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引用次数: 0

摘要

我们的研究团队开发了一种小型探测器,用于测量和分析核检查取样点的环境辐射。辐射源的位置和活度是通过多个探头获得的数据估算出来的。本研究采用贝叶斯推断法推断辐射源的位置和活度。实验在单源和双源条件下进行,区域、探头分布和测量时间均相同。为了定量表示推断坐标对实际坐标的代表程度,计算了确定系数。均方根误差用于表示推断数据的误差。此外,还在福岛第一核电站附近的高辐射区域进行了测量实验。我们的模型可以为推断泄漏材料的位置和评估核核查、事故或恐怖活动等各种环境下的安全性提供充分的信息。
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Bayesian approach for inferring two-dimensional location of a radioactive material using distributed detectors
Our research team developed a small probe to measure and analyze the environmental radiation at the sampling site for nuclear inspection. The location and activity of the radiation source are estimated using data obtained from multiple probes. In this study, Bayesian inference was applied to infer the location and activity of the radiation source. The experiments were conducted under the one-source and two-source conditions, with the same area, distribution of the probes, and measurement time. To quantitatively express how well the inferred coordinates represent the actual coordinates, the coefficient of determination was calculated. Root Mean Square Error was used to express the errors in the inferred data. In addition, measurement experiments were conducted in high-radiation areas near the Fukushima Daiichi nuclear power plant. Our model can provide sufficient information for inferring the location of leaked material and evaluating the safety in various environments such as nuclear verification, accidents, or terrorist activities.
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来源期刊
Radiation Physics and Chemistry
Radiation Physics and Chemistry 化学-核科学技术
CiteScore
5.60
自引率
17.20%
发文量
574
审稿时长
12 weeks
期刊介绍: Radiation Physics and Chemistry is a multidisciplinary journal that provides a medium for publication of substantial and original papers, reviews, and short communications which focus on research and developments involving ionizing radiation in radiation physics, radiation chemistry and radiation processing. The journal aims to publish papers with significance to an international audience, containing substantial novelty and scientific impact. The Editors reserve the rights to reject, with or without external review, papers that do not meet these criteria. This could include papers that are very similar to previous publications, only with changed target substrates, employed materials, analyzed sites and experimental methods, report results without presenting new insights and/or hypothesis testing, or do not focus on the radiation effects.
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