A generalized L2-discrepancy for cubature and uncertainty quantification of nonlinear structures

被引:7
|
作者
Chen JianBing [1 ,2 ]
Song PengYan [3 ]
机构
[1] Tongji Univ, State Key Lab Disaster Reduct Civil Engn, Shanghai 200092, Peoples R China
[2] Tongji Univ, Sch Civil Engn, Shanghai 200092, Peoples R China
[3] Hebei Univ, Coll Civil Engn & Architecture, Baoding 071002, Peoples R China
基金
中国国家自然科学基金;
关键词
Koksma-Hlawka inequality; cubature; L-2-discrepancy; nonlinear structure; stochastic dynamics; DENSITY EVOLUTION ANALYSIS; POINT SELECTION; PROBABILITY;
D O I
10.1007/s11431-016-6054-x
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The numerical method for multi-dimensional integrals is of great importance, particularly in the uncertainty quantification of engineering structures. The key is to generate representative points as few as possible but of acceptable accuracy. A generalized L-2(GL(2))-discrepancy is studied by taking unequal weights for the point set. The extended Koksma-Hlawka inequality is discussed. Thereby, a worst-case error estimate is provided by such defined GL(2)-discrepancy, whose closed-form expression is available. The characteristic values of GL(2)-discrepancy are investigated. An optimal strategy for the selection of the representative point sets with a prescribed cardinal number is proposed by minimizing the GL(2)-discrepancy. The three typical examples of the multi-dimensional integrals are investigated. The stochastic dynamic response analysis of a nonlinear structure is then studied by incorporating the proposed method into the probability density evolution method. It is shown that the proposed method is advantageous in achieving tradeoffs between the efficiency and accuracy of the exemplified problems. Problems to be further studied are discussed.
引用
收藏
页码:941 / 952
页数:12
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