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Comparison of Several Aggregation Techniques for Deriving Analytic Network Process Weights

机译:若干聚合技术的衍生分析网络过程权重的比较

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摘要

Water pipelines are exposed to severe aging and deterioration challenges. The weights of importance of deterioration factors shall be estimated to predict the condition of underground water pipelines. Analytic network process (ANP) is one of the most common multiple criteria decision making techniques. The fuzzy set theory has been employed to tackle the vagueness and imprecision in human judgments. Accordingly, the overarching aim of this research is computing the weights of importance of these factors using fuzzy ANP (FANP). Chang's extent analysis method is one of the most frequently used algorithms in FANP. For group decision making, two aggregation approaches are considered, namely geometric mean (GEO) and minimum-maximum (MIN-MAX). The performance of the modified extent analysis method is evaluated against the original method using four evaluation measures. These measures are satisfactory index, group minimum violations, group Euclidean distance, and distance between weights. Most of the evaluation measures indicate that the modified extent analysis (MIN-MAX) method exhibits better results than other methods. A water distribution network in Shaker Al-Bahery, Egypt is used to demonstrate the application of the proposed model.
机译:水管道暴露于严重的老化和恶化挑战。估计恶化因素的重要性的重量应估计预测地下水管道的状况。分析网络过程(ANP)是最常见的多种标准决策技术之一。模糊集理论已被用来解决人类判断中的模糊和不精确。因此,本研究的总体目的是使用模糊ANP(FANP)计算这些因素的重要性的重量。 Chang的范围分析方法是FAPP中最常使用的算法之一。对于组决策,考虑了两种聚合方法,即几何平均值(Geo)和最小最大(Min-Max)。使用四种评估措施对修改范围分析方法的性能进行评估。这些措施是令人满意的指标,集团最小违规,组欧几里德距离和权重之间的距离。大多数评估措施表明,改性程度分析(MIN-MAX)方法表现出比其他方法更好的结果。埃及振动器Al-Bahery的水分配网络用于证明所提出的模型的应用。

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