Optimization of sheet metal forming processes by the use of space mapping based metamodeling method

被引:23
作者
Hu, Wang [1 ]
Li Enying [1 ]
Li, G. Y. [1 ]
Zhong, Z. H. [1 ]
机构
[1] Hunan Univ, MOE, Key Lab Adv Technol Vehicle Body Design & Manufac, Changsha 410082, Hunan, Peoples R China
关键词
Adaptive space mapping; Design of experiment; Genetic algorithm; Metamodel; Response surface methodology; Sheet forming problems;
D O I
10.1007/s00170-007-1253-z
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this study, an adaptive space mapping technique based on response of objective was suggested for solving practical engineering problems. Response surface methodology was engaged in approximation of objective and constraint functions based on coarser model. The fine simulation model is not only used for correction of the coarser simulation model and validation of final solution but also for applied construction of space mapping expression. Finally, genetic algorithm (GA) was used to optimize updated metamodel according to coarse model. The proposed method combines the space mapping technology based on response of coarse model and modification of design of experiment. It guarantees that metamodel based coarser model is stepwise updated in the right searching direction. For demonstrating practicability of developed method, it was applied for optimization of geometric parameters of addendum surface, blank holder force and drawbead restraining force in sheet forming problems. It was confirmed that the corresponding problem can be optimized successfully in remarkably short computing time by proposed optimization method.
引用
收藏
页码:642 / 655
页数:14
相关论文
共 42 条
[1]  
*ALT ENG INC, 2005, HYP HELP
[2]  
Bakr MH, 1999, IEEE MTT-S, P715, DOI 10.1109/MWSYM.1999.779860
[3]   An aggressive approach to parameter extraction [J].
Bakr, MH ;
Bandler, JW ;
Georgieva, N .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 1999, 47 (12) :2428-2439
[4]  
Bandler J. W., 1997, IEEE Transactions on Microwave Theory and Techniques, V45, P761, DOI 10.1109/22.575598
[5]  
Bandler JW, 1997, IEEE MTT-S, P635, DOI 10.1109/MWSYM.1997.602872
[6]   SPACE MAPPING TECHNIQUE FOR ELECTROMAGNETIC OPTIMIZATION [J].
BANDLER, JW ;
BIERNACKI, RM ;
CHEN, SH ;
GROBELNY, PA ;
HEMMERS, RH .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 1994, 42 (12) :2536-2544
[7]   Electromagnetic optimization exploiting aggressive space mapping [J].
Bandler, JW ;
Biernacki, RM ;
Chen, SH ;
Hemmers, RH ;
Madsen, K .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 1995, 43 (12) :2874-2882
[8]   Neuromodeling of microwave circuits exploiting space-mapping technology [J].
Bandler, JW ;
Ismail, MA ;
Rayas-Sánchez, JE ;
Zhang, QJ .
IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 1999, 47 (12) :2417-2427
[9]  
Bandler JW, 1999, IEEE MTT-S, P149, DOI 10.1109/MWSYM.1999.779445
[10]  
BANDLER JW, 1998, P 5 INT INT NONL MIC, P138