Bayesian approach for inferring two-dimensional location of a radioactive material using distributed detectors

被引:0
|
作者
Kim, Giyoon [1 ]
Jeong, Sanggeol [2 ]
Kim, Jinhwan [3 ]
Lim, Kyung Taek [4 ]
Chung, Heejun [1 ]
Kim, Myungsoo [1 ]
机构
[1] Korea Inst Nucl Nonproliferat & Control, 1418 Yuseong Daero, Daejeon 34101, South Korea
[2] KEPCO NF, Nucl Fuel Design Dept, 242 Daedeok Daero, Daejeon, South Korea
[3] Korea Atom Energy Res Inst, 989 Daedeok Daero, Daejeon 34507, South Korea
[4] Sejong Univ, Dept Quantum & Nucl Engn Engn, 98 Gunja Dong, Seoul 143747, South Korea
关键词
Wide area environmental sampling; Radiation monitoring; Gamma detection; Bayesian inference; Hotspot localization;
D O I
10.1016/j.radphyschem.2024.112389
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
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.
引用
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页数:12
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