Design Optimization of Complex Structures Using Metamodels

被引：0

作者：

Ramu, M. ^{[1
]}

Raja, V. Prabhu ^{[1
]}

Thyla, P. R. ^{[1
]}

Gunaseelan, M. ^{[1
]}

机构：

[1] PSG Coll Tech, Mech Engn Dept, Coimbatore 641004, Tamil Nadu, India

来源：

JORDAN JOURNAL OF MECHANICAL AND INDUSTRIAL ENGINEERING | 2010年 / 4卷 / 05期

关键词：

Metamodel; Experimental design; Central Composite Design; Optimization;

D O I：

暂无

中图分类号：

TH [机械、仪表工业];

学科分类号：

0802 ;

摘要：

Current engineering analyses rely on running expensive and complex computer codes. Statistical techniques are widely used in engineering design to construct approximate models of these costly analysis codes. These models referred as metamodels, are then used in place of the actual analysis codes to reduce the computational burden of engineering analyses. The intent of this study is to provide a comprehensive discussion of the fundamental issues that arise in design optimization using metamodels, highlighting concepts, methods, techniques, as well as practical implications. The paper addresses the selection of design of experiments, metamodel selection, sensitivity analysis and optimization. (C) 2010 Jordan Journal of Mechanical and Industrial Engineering. All rights reserved

引用

页码：653 / 663

页数：11

共 50 条

[1] MULTIDISCIPLINARY DESIGN OPTIMIZATION OF SHIP HULL FORMS USING METAMODELS
He, Jim
Hannapel, Shari
Vlahopoulos, Nickolas
PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2011, VOL 5, PTS A AND B, 2012, : 847 - 856
[2] Reliability-based design optimization by using ensembles of metamodels
Stromberg, N.
Proceedings of the 3rd International Conference on Uncertainty Quantification in Computational Sciences and Engineering, UNCECOMP 2019, 2019, : 701 - 712
[3] SIMULATION OPTIMIZATION USING METAMODELS
Barton, Russell R.
PROCEEDINGS OF THE 2009 WINTER SIMULATION CONFERENCE (WSC 2009 ), VOL 1-4, 2009, : 230 - 238
[4] Rapid Microwave Optimization Using a Design Database and Inverse/Forward Metamodels
Pietrenko-Dabrowska, Anna
Koziel, Slawomir
Bandler, John W.
PROCEEDINGS OF THE 2020 IEEE/MTT-S INTERNATIONAL MICROWAVE SYMPOSIUM (IMS), 2020, : 868 - 871
[5] Design Optimization of Centrifugal Pump Using Radial Basis Function Metamodels
Zhang, Yu
Wu, Jinglai
Zhang, Yunqing
Chen, Liping
ADVANCES IN MECHANICAL ENGINEERING, 2014,
[6] Efficient detailed design optimization of topology optimization concepts by using support vector machines and metamodels
Stromberg, Niclas
ENGINEERING OPTIMIZATION, 2020, 52 (07) : 1136 - 1148
[7] Discuss on approximate optimization strategies using design of computer experiments and metamodels for flight vehicle design
Long T.
Liu J.
Wang G.G.
Liu L.
Shi R.
Guo X.
Long, Teng (tenglong@bit.edu.cn), 1600, Chinese Mechanical Engineering Society (52): : 79 - 105
[8] The design and analysis of complex system neural network metamodels
P. V. Afonin
V. V. Derjabkina
A. A. Kozhukhova
O. Y. Lamskova
Optical Memory and Neural Networks, 2007, 16 (3) : 154 - 158
[9] Water distribution system optimization using metamodels
Centre for Applied Modelling in Water Engineering, School of Civil and Environmental Engineering, The Univ. of Adelaide, Adelaide, SA 5005, Australia
1600, 172-180 (May/June 2005):
[10] ROBUST SIMULATION-OPTIMIZATION USING METAMODELS
Dellino, Gabriella
Kleijnen, Jack P. C.
Meloni, Carlo
PROCEEDINGS OF THE 2009 WINTER SIMULATION CONFERENCE (WSC 2009 ), VOL 1-4, 2009, : 532 - +

← 1 2 3 4 5 →