Discrimination of source reactor type by multivariate statistical analysis of uranium and plutonium isotopic concentrations in unknown irradiated nuclear fuel material

被引:28
作者
Robel, Martin [1 ]
Kristo, Michael J. [1 ]
机构
[1] Lawrence Livermore Natl Lab, Div Chem Sci, Livermore, CA 94550 USA
关键词
PCA; PLSDA; Classification; Nuclear reactor; Nuclear fuel; Discriminant analysis;
D O I
10.1016/j.jenvrad.2008.07.004
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The problem of identifying the provenance of unknown nuclear material in the environment by multivariate statistical analysis of its uranium and/or plutonium isotopic composition is considered. Such material can be introduced into the environment as a result of nuclear accidents, inadvertent processing losses, illegal dumping of waste, or deliberate trafficking in nuclear materials. Various combinations of reactor type and fuel composition were analyzed using Principal Components Analysis (PCA) and Partial Least Squares Discriminant Analysis (PLSDA) of the concentrations of nine U and Pu isotopes in fuel as a function of burnup. Real-world variation in the concentrations of (234)U and (236)U in the fresh (unirradiated) fuel was incorporated. The U and Pu were also analyzed separately, with results that suggest that, even after reprocessing or environmental fractionation, Pu isotopes can be used to determine both the source reactor type and the initial fuel composition with good discrimination. (c) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1789 / 1797
页数:9
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