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Smoothing and Time Series Modeling of Nuclear Material Accounting Data for Protracted Diversion Detection

机译:核材料核算数据的平滑和时间序列建模,用于长时间转移探测

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摘要

The time series of material balances in nuclear material accounting (NMA) is also known as the material unaccounted for (MUF) sequence. This paper applies a joint cusum test to residual time series from NMA that arise from either of two options. The first residual series is the standardized, independently transformed MUF (SITMUF) sequence that relies on an estimate of Σ, the MUF covariance matrix. The second residual series arises from using either time series modeling or nonparametric smoothing on the MUF sequence and ignores the estimate of Σ. Assuming that the MUF sequence is multivariate Gaussian and ignoring estimation error in Σ, we find the anticipated result that the first option is superior to the second option. In addition, we find that the SITMUF scheme in the first option is robust to modest estimation error in Σ over a large number of idealized facilities, but not necessarily so for any specific idealized facility. These two findings provide a perspective on previous literature that addressed a perceived weakness in NMA.
机译:核材料核算(NMA)中材料余额的时间序列也称为未核算材料(MUF)序列。本文对来自NMA的剩余时间序列(由两个选项之一产生)进行联合cusum测试。第一个残差序列是标准化的,独立转换的MUF(SITMUF)序列,该序列依赖于MUF协方差矩阵Σ的估计。第二个残差序列是由于对MUF序列使用时间序列建模或非参数平滑而产生的,而忽略了Σ的估计。假设MUF序列是多元高斯函数,并且忽略了Σ中的估计误差,我们发现第一个选项优于第二个选项的预期结果。另外,我们发现,在大量理想化设施中,第一个选项中的SITMUF方案对于Σ中的适度估计误差具有鲁棒性,但对于任何特定理想化设施而言并非如此。这两个发现为以前的文献提供了一个观点,该文献解决了NMA的一个已知弱点。

著录项

  • 来源
    《Nuclear science and engineering》 |2014年第3期|307-320|共14页
  • 作者

    Tom Burr; Michael S. Hamada;

  • 作者单位

    Los Alamos National Laboratory, Statistical Sciences Group MS-F600, Los Alamos, New Mexico 87544;

    Los Alamos National Laboratory, Statistical Sciences Group MS-F600, Los Alamos, New Mexico 87544;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-18 00:42:57

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