Efficient Response Surface Modeling using Sensitivity

민감도를 이용한 효율적인 반응표면모델생성

  • 왕세명 (광주과학기술원, 기전공학과) ;
  • 김좌일 (광주과학기술원, 기전공학과)
  • Published : 2003.11.05

Abstract

The response surface method (RSM) became one of famous meta modeling techniques, however its approximation errors give designers several restrictions. Classical RSM uses the least squares method (LSM) to find the best fitting approximation models from the all given data. This paper discusses how to construct RSM efficiently and accurately using moving least squares method (MLSM) with sensitivity information. In this method, several parameters should be determined during the construction of RSM. Parametric study and optimization for these parameters are performed. Several difficulties during approximation processes are described and numerical examples are demonstrated to verify the efficiency of this method.

Keywords