组件对系统生存的重要性排序

Importance of Components for a System

Econometric Reviews · 2013
被引 14
人大 A-ABS 3

中文导读

用互信息衡量系统与组件运行状态的依赖关系,按组件对预测系统生存的预期效用排序,并处理无密度分布时的排序问题。

Abstract

Which component is most important for a system's survival? We answer this question by ranking the information relationship between a system and its components. The mutual information (M) measures dependence between the operational states of the system and a component for a mission time as well as between their life lengths. This measure ranks each component in terms of its expected utility for predicting the system's survival. We explore some relationships between the ordering of importance of components by M and by Zellner's Maximal Data Information (MDIP) criterion. For many systems the bivariate distribution of the component and system lifetimes does not have a density with respect to the two-dimensional Lebesgue measure. For these systems, M is not defined, so we use a modification of a mutual information index to cover such situations. Our results for ordering dependence are general in terms of binary structures, sum of random variables, and order statistics.

系统生存组件重要性排序互信息二元寿命分布