The Radial Basis Function Shape Parameter Chosen and Its Application in Engneering

被引:9
作者
Wei Yue-xing [1 ]
Xu Lin [1 ]
Chen Xiao-qian [1 ]
机构
[1] Natl Univ Def Technol, Changsha, Hunan, Peoples R China
来源
2009 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INTELLIGENT SYSTEMS, PROCEEDINGS, VOL 1 | 2009年
关键词
approximation; RBF; shape parameter; Multiquadric; INTERPOLATION;
D O I
10.1109/ICICISYS.2009.5357753
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The shape parameter is proved to have great Influence on Radial Basis Function (RBF) interpolation Its impacts on Multiquadric (MO) RBF are studied in this paper Observation suggests that a large shape parameter improves the accuracy of the approximation of high non linear problems, but may lead to Runge Phenomenon (RP) This paper proposed an algorithm to obtain the shape parameter by minimizing the cross-valid error while controlling the RP Compared with Kriging, numerical experiments show that the MQ RBF with optimum shape parameter can achieve higher accuracy when approximate the high non linear problems, the application in the engineering problems also proved the effectiveness of the algorithm
引用
收藏
页码:79 / 83
页数:5
相关论文
共 8 条
[1]  
[Anonymous], 2005, 46 AIAA ASME ASCE AH
[2]   IMPROVED ACCURACY OF MULTIQUADRIC INTERPOLATION USING VARIABLE SHAPE-PARAMETERS [J].
KANSA, EJ ;
CARLSON, RE .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 1992, 24 (12) :99-120
[3]  
*MSC SOFW, MSC PATR LIB
[4]  
MULLUR AA, 2004, 10 AIAA ISSMO MULT A
[5]  
PARVEEN K, 2004, 45 AIAA ASME ASCE AH
[6]   An algorithm for selecting a good value for the parameter c in radial basis function interpolation [J].
Rippa, S .
ADVANCES IN COMPUTATIONAL MATHEMATICS, 1999, 11 (2-3) :193-210
[7]  
*SIGHTNA TECHN, ISIGHT US GUID
[8]  
ZHANG X, MESHLESS METHODS