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From Measurement to Decision with the Analytic Hierarchy Process: Propagation of Uncertainty to Decision Outcome

机译:从度量到具有层次分析过程的决策:不确定性向决策结果的传播

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摘要

Measurement is customarily performed to acquire information useful to support decisions. More and more frequently, the complexity of analyzed systems and problems requires to measure various heterogeneous properties and to process the returned results in order to obtain information directly exploitable to support decision-making activities. However, despite a high relevance for many engineering applications, methods for rigorously processing data about heterogeneous empirical properties have not been properly analyzed yet. As a result, decision makers attain their conclusions by subjectively fusing together the available measurement results without following a formal procedure, which has a negative impact on the verifiability and the reliability of the whole evaluation process. This paper proposes a simple and effective multicriteria decision-making method that can be applied whenever measurement results are available for the considered decision criteria. Moreover, unlike most of the scientific literature on decision making, the proposed method provides not only the most desirable decision outcome, but it also returns information on the outcome reliability. This is achieved by leveraging on measurement fundamentals. In particular, by expressing measurement uncertainty using interval values, the related interval priorities of the considered decision alternatives can be determined. The proposed methodology is finally applied to a dependability-benchmarking case study.
机译:通常进行测量以获取有助于决策的信息。越来越频繁地,所分析的系统和问题的复杂性要求测量各种异构属性并处理返回的结果,以便获得可直接用于支持决策活动的信息。然而,尽管与许多工程应用具有高度相关性,但尚未正确分析用于严格处理有关异质经验特性的数据的方法。结果,决策者可以通过主观地将可用的测量结果融合在一起而无需遵循正式程序来得出结论,这会对整个评估过程的可验证性和可靠性产生负面影响。本文提出了一种简单有效的多标准决策方法,只要测量结果可用于所考虑的决策标准,便可以应用该方法。而且,与大多数有关决策的科学文献不同,该方法不仅提供了最理想的决策结果,而且还返回了有关结果可靠性的信息。这是通过利用测量基础来实现的。特别地,通过使用间隔值表示测量不确定性,可以确定所考虑的决策备选方案的相关间隔优先级。所提出的方法最终应用于可靠性基准案例研究。

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