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An approach to emergency decision making based on decision-theoretic rough set over two universes

机译:一种基于两个宇宙的决策理论粗糙集的紧急决策方法

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摘要

Emergency decision making is still an important issue in unconventional emergency management research. Although many studies have been written on this topic, they remain political and qualitative, and it is difficult to make them operational in practice. Therefore, this article proposes a decision-theoretic rough set over two universes as an approach for solving this difficulty. The proposed approach integrates rough set theory over two universes using a Bayesian decision-making technique. In this study, emergency decision making is considered as a multiple-criteria ranking or multiple-criteria selection problem with multi-granularity linguistic assessment information. A Bayesian decision process based on linguistic description with qualitative data over two universes is first presented to construct the decision model and approach, and then the decision-theoretic rough set theory over two universes is taken to induce a set of decision rules that satisfy minimum risk of loss conditions. These rules can easily give the optimal decision results with minimum risk of loss by considering online information, realistic scenarios, and the dynamic characteristic of unconventional emergency events as they develop. Finally, the steps and the basic principle of the proposed method are illustrated by a numerical example with the background of emergency decision making.
机译:应急决策仍然是非常规应急管理研究中的重要问题。尽管已针对该主题进行了许多研究,但它们仍然具有政治性和质性,很难在实践中使它们实用。因此,本文提出了在两个宇宙上建立决策理论的粗糙集,作为解决此难题的一种方法。所提出的方法使用贝叶斯决策技术将粗糙集理论整合到两个宇宙中。在这项研究中,紧急决策被认为是具有多粒度语言评估信息的多准则排序或多准则选择问题。首先提出了基于语言描述和两个宇宙定性数据的贝叶斯决策过程,以构造决策模型和方法,然后采用两个宇宙的决策理论粗糙集理论来得出满足最小风险的决策规则集损失条件。通过考虑在线信息,现实情况以及非常规紧急事件的动态特征,这些规则可以轻松地以最小的损失风险给出最佳决策结果。最后,以数值实例说明了该方法的步骤和基本原理,并以应急决策为背景。

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