The use of graph theory in the sensitivity analysis of the model output: a second order screening method

被引:91
作者
Campolongo, F [1 ]
Braddock, R [1 ]
机构
[1] Griffith Univ, Fac Environm Sci, Brisbane, Qld 4111, Australia
关键词
Morris method; two-factor interaction effects; computational efficiency; handcuffed prisoner problem;
D O I
10.1016/S0951-8320(98)00008-8
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Sensitivity analysis screening methods aim to isolate the most important factors in experiments involving a large number of significant factors and interactions. This paper extends the one-factor-at-a-time screening method proposed by Morris. The new method, in addition to the 'overall' sensitivity measures already provided by the traditional Morris method, offers estimates of the two-factor interaction effects. The number of model evaluations required is O(k(2)), where k is the number of model input factors. The efficient sampling strategy in the parameter space is based on concepts of graph theory and on the solution of the 'handcuffed prisoner problem' (C) 1999 Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1 / 12
页数:12
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