A cumulative entropy method for distribution recognition of model error

被引:1
作者
Liang, Yingjie [1 ]
Chen, Wen [1 ]
机构
[1] Hohai Univ, Coll Mech & Mat, Inst Soft Matter Mech, Nanjing 210098, Jiangsu, Peoples R China
关键词
Cumulative entropy; Model selection criterion; Levy stable distributions; Shannon entropy; Model error; CFT; UNCERTAINTY; COLUMNS;
D O I
10.1016/j.physa.2014.10.077
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This paper develops a cumulative entropy method (CEM) to recognize the most suitable distribution for model error. In terms of the CEM, the Levy stable distribution is employed to capture the statistical properties of model error. The strategies are tested on 250 experiments of axially loaded CFT steel stub columns in conjunction with the four national building codes of Japan (AIJ, 1997), China (DL/T, 1999), the Eurocode 4 (EU4, 2004), and United States (AISC, 2005). The cumulative entropy method is validated as more computationally efficient than the Shannon entropy method. Compared with the Kolmogorov-Smirnov test and root mean square deviation, the CEM provides alternative and powerful model selection criterion to recognize the most suitable distribution for the model error. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:729 / 735
页数:7
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