4.7 Article

Objective inversion of the continuous atmospheric 137Cs release following the Fukushima accident

期刊

JOURNAL OF HAZARDOUS MATERIALS
卷 447, 期 -, 页码 -

出版社

ELSEVIER
DOI: 10.1016/j.jhazmat.2023.130786

关键词

Inverse modeling; Cesium-137; Model-observation discrepancies correction; Insufficient observations compensation; Nuclear accident

向作者/读者索取更多资源

This paper proposes an objective method to handle the continuous release of atmospheric 137Cs. The method reduces oscillations caused by discrepancies between the model and observations and recovers missing releases using total variation regularization. Applied to the Fukushima accident, the method produces a source term that accurately approximates continuous releases, significantly improving air concentration and deposition simulations.
Eleven years after the Fukushima accident, independent objective estimates of the atmospheric 137Cs release still suffer from discontinuities such as negative release terms, oscillations, and temporal gaps, leading to noticeable differences from the subjective estimate. This paper describes an objective method that handles these artifacts and promotes the continuity of releases at fine resolutions. The proposed method uses the joint estimation model to reduce the oscillations induced by the model-observation discrepancies, and employs total variation regu-larization to recover the missing releases caused by insufficient observations. Adaptive parameterization is used to correct negative values. The application of this method to the Fukushima accident produces a source term that accurately approximates continuous releases at a fine temporal resolution of 1 h, providing a better match with the recognized subjective source term than nine published estimates, with a Pearson's correlation coefficient of 0.923 and an index of agreement of 0.872. This source term agrees with the timing of on-site gamma dose rate peaks, significantly improving the air concentration and deposition simulations, with FAC10 values of 0.564 and 0.990, respectively. The estimation error varies smoothly in a limited range with different regularization pa-rameters, enabling automatic parameterization and demonstrating the potential for operational inversions.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据