Logical computation of evidential reasoning in a hierarchical structure

J. Watada
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引用次数: 3

Abstract

Our objective is to employ Dempster-Shafer theory into analyzing the hierarchical and logical structure with logical operations AND & OR such as a fault tree. One of main differences of the Dempster-Shafer theory from Baysian one is that it enables us to take the lack of knowledge or information into account in its analyses. The considered set of hypothesis must be mutual exclusive and exhaustive in the Dempster-Shafer theory. We define state patterns in order to satisfy the mutual exclusiveness and exhaustiveness. The method using state patterns requires us much computational time to solve the evidential reasoning. In order to overcome this difficulty, we also propose the improved method in terms of logical relations of the events in the fault tree.
层次结构中证据推理的逻辑计算
我们的目标是运用Dempster-Shafer理论,通过与与或逻辑运算,如故障树,来分析层次结构和逻辑结构。Dempster-Shafer理论与贝叶斯理论的主要区别之一是,它使我们能够在分析中考虑到知识或信息的缺乏。在Dempster-Shafer理论中,所考虑的假设集必须是互斥的和详尽的。我们定义状态模式是为了满足互斥性和穷竭性。使用状态模式的方法需要大量的计算时间来解决证据推理问题。为了克服这一困难,我们还从故障树中事件的逻辑关系出发,提出了改进的方法。
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