Title :
Application of Response Surface Model and Kriging Model to ADI Lower Control Arm Optimization
Author :
Song, Xue Guan ; Lee, Kwon Hee ; Park, Han Seok ; Park, Young Chul
Author_Institution :
Sch. of Mech. Eng., Dong-A Univ., Busan, South Korea
Abstract :
Simulation-based surrogate models have been used for a variety of application in automotive industry. In this paper, based on the FEM analysis, both of the response surface model (RSM) and kriging model are used to optimize an ADI control arm, where the weight of the lower control arm is considered as the design objective, and the maximum allowable von-Mises stress the constraint objective. The initial FEM analysis shows the stress distribution and maximum stress on the lower control arm under a very severe loading condition, by virtue of the result of FEM analyses, fifty simulations with six design variables are performed for RSM and kriging model to construct the approximation of the weight and maximum stress to obtain the optimum result. In addition, the optimized results obtained by using RSM and KRG are confirmed by the verified FEM analysis. The result shows that both of them can get the optimum result well.
Keywords :
automobile industry; finite element analysis; optimisation; response surface methodology; suspensions (mechanical components); ADI lower control arm optimization; FEM analysis; automotive industry; automotive suspension; kriging model; maximum allowable von-Mises stress; response surface model; simulation-based surrogate models; stress distribution; Automotive engineering; Computational modeling; Design optimization; Mechanical engineering; Mechanical variables control; Performance analysis; Response surface methodology; Shape control; Stress control; Vehicle safety; ADI lower control arm; Finite element analysis; Kriging model; Optimization; Response surface model;
Conference_Titel :
Computational Sciences and Optimization, 2009. CSO 2009. International Joint Conference on
Conference_Location :
Sanya, Hainan
Print_ISBN :
978-0-7695-3605-7
DOI :
10.1109/CSO.2009.24