Title :
Optimization of Sheet Flanging Forming Based on Kriging Metamodel
Author :
Xie, Yanmin ; Xu, Xiaomei ; Ma, Yue
Author_Institution :
Sch. of Mech. Eng., Southwest Jiao tong Univ., Chengdu, China
Abstract :
Metamodels based on responses from designed (numerical) experiments may form efficient approximations to functions in engineering analysis. They can improve the efficiency of engineering optimization substantially by uncoupling computationally expensive analysis models and (iterative) optimization procedures. This paper investigated the kriging metamodel approach. In order to prove accuracy and efficiency of Kriging method, the nonlinear functions as test functions are implemented. At the same time, the practical nonlinear engineering problems such as sheet flanging forming are also optimized successfully by proposed method. The results prove Kriging model is an effective method for nonlinear engineering problem in practice.
Keywords :
forming processes; optimisation; sheet metal processing; statistical analysis; Kriging metamodel; nonlinear engineering problems; optimization; sheet flanging forming; Aerospace electronics; Approximation methods; Artificial intelligence; Design engineering; Design optimization; Electronic packaging thermal management; Mechanical engineering; Optimization methods; Random processes; Response surface methodology; Kriging metamodel; flanging; optimization;
Conference_Titel :
Artificial Intelligence and Computational Intelligence, 2009. AICI '09. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3835-8
Electronic_ISBN :
978-0-7695-3816-7
DOI :
10.1109/AICI.2009.197