A hybrid model to deal with missing values in nuclear safeguards’ evaluation

Rosa M. Rodríguez, D. Ruan, Jun Liu, L. Martínez
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引用次数: 1

Abstract

Nuclear safeguards’ evaluation aims to verify countries not misusing nuclear programmes for nuclear weapon purposes. This is a complex process in which the International Atomic Energy Agency (IAEA) uses information from different available sources. Initially, the research was focused on developing the evaluation framework to handle the complexity of the safeguards’ evaluation and the uncertainty inherent to the information involved. Consequently, different models were obtained to cope with the complexity by means of a multi-level hierarchical process, and the uncertainty managed by modelling the information linguistically. However, another challenge in nuclear safeguards is to handle the incomplete information due to the missing values that could bias the final evaluation results. There exist different strategies to treat missing values in nuclear safeguards. This paper presents a new approach for dealing with missing values that hybridises the previous ones to increase the trustworthiness of nuclear safe...
处理核保障评估中缺失值的混合模型
核保障评估旨在核查各国没有将核计划滥用于核武器目的。这是一个复杂的过程,国际原子能机构(原子能机构)在其中使用来自不同可用来源的信息。最初,研究的重点是制定评估框架,以处理保障评估的复杂性和所涉信息固有的不确定性。因此,通过多层次的层次过程获得不同的模型来处理复杂性,并通过语言建模来管理信息的不确定性。然而,核保障的另一个挑战是处理由于缺失值而导致的不完整信息,这可能会影响最终的评估结果。在处理核保障中缺失的价值方面存在着不同的战略。本文提出了一种混合原有缺失值处理方法的新方法,以提高核安全系统的可信度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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