Improved response surface method for anti-slide reliability analysis of gravity dam based on weighted regression

被引:0
作者
Jian-yun Chen
Qiang Xu
Jing Li
Shu-li Fan
机构
[1] Dalian University of Technology,State Key Laboratory of Coastal and Offshore Engineering
[2] Dalian University of Technology,School of Civil and Hydraulic Engineering
来源
Journal of Zhejiang University-SCIENCE A | 2010年 / 11卷
关键词
Response surface method (RSM); Reliability; Gravity dam; Singular value decomposition; Weighted regression; Deviation coefficient; TV314;
D O I
暂无
中图分类号
学科分类号
摘要
The aim of this study was to design and construct an improved response surface method (RSM) based on weighted regression for the anti-slide reliability analysis of concrete gravity dam. The limitation and lacuna of the traditional RSM were briefly analyzed. Firstly, based on small experimental points, research was devoted to an improved RSM with singular value decomposition techniques. Then, the method was used on the basis of weighted regression and deviation coefficient correction to reduce iteration times and experimental points and improve the calculation method of checking point. Finally, a test example was given to verify this method. Compared with other conventional algorithms, this method has some strong advantages: this algorithm not only saves the arithmetic operations but also greatly enhances the calculation efficiency and the storage efficiency.
引用
收藏
页码:432 / 439
页数:7
相关论文
共 50 条
[1]  
Chebbah M.S.(2007)Response surface method for the rapid design of process parameters in tube hydro forming Material Processing and Design 7 455-460
[2]  
Cheng J.(2008)A new artificial neural network-based response surface method for structural reliability analysis Probabilistic Engineering Mechanics 23 51-63
[3]  
Li Q.S.(1998)Multiple design points in first and second-order reliability Structural Safety 20 37-49
[4]  
Xiao R.C.(2008)High-order limit state functions in the response surface method for structural reliability analysis Structural Safety 30 162-179
[5]  
Der Kiureghian A.(2004)Comparison of response surface and neural network with other methods for structural reliability analysis Structural Safety 26 49-67
[6]  
Dakessian T.(2001)Effect of response surface parameter variation on structural reliability estimates Structural Safety 23 429-444
[7]  
Gavin H.P.(2004)Improved response surface method for time variant reliability analysis of nonlinear random structures under no stationary excitations Nonlinear Dynamics 36 267-280
[8]  
Yau S.C.(1999)A second-order thirdmoment method for calculating the reliability of fatigue International Journal of Pressure Vessels and Piping 76 567-570
[9]  
Gomes H.M.(2006)Adaptive and iterative gene selection based on least squares support vector regression Journal of Information & Computational Science 3 443-451
[10]  
Awruch A.M.(2007)Response surface method based on LS-SVM for structural reliability analysis Journal of Zhejiang University (Engineering Science) 41 44-47