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
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
收藏
页码:653 / 663
页数:11
相关论文
共 50 条
  • [1] 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
  • [2] Simulation-based design and optimization of Francis turbine runners by using multiple types of metamodels
    Ayancik, Fatma
    Acar, Erdem
    Celebioglu, Kutay
    Aradag, Selin
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2017, 231 (08) : 1427 - 1444
  • [3] 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
  • [4] Multi-objective optimization in dynamics of the structures with nonlinear behavior: Contributions of the metamodels
    Bouazizi, M. -L.
    Ghanmi, S.
    Bouhaddi, N.
    FINITE ELEMENTS IN ANALYSIS AND DESIGN, 2009, 45 (10) : 612 - 623
  • [5] Optimum design of semi-rigid connections using metamodels
    Diaz, Concepcion
    Victoria, Mariano
    Querin, Osvaldo M.
    Marti, Pascual
    JOURNAL OF CONSTRUCTIONAL STEEL RESEARCH, 2012, 78 : 97 - 106
  • [6] Efficient Design Optimization and Variability Analysis of Defected Ground Structure Filters Using Metamodels
    Van Nechel, E.
    Ferranti, F.
    Lataire, J.
    Rolain, Y.
    2017 IEEE MTT-S INTERNATIONAL MICROWAVE AND RF CONFERENCE (IMARC), 2017, : 207 - 210
  • [7] Use of Metamodels in the Multi-Objective Optimization of Mechanical Structures with Uncertainties
    Ghanmi, S.
    Guedri, M.
    Bouazizi, M. -L.
    Bouhaddi, N.
    INTERNATIONAL JOURNAL FOR COMPUTATIONAL METHODS IN ENGINEERING SCIENCE & MECHANICS, 2007, 8 (05) : 283 - 302
  • [8] Optimization of a Permanent Magnet Synchronous Motor for e-Mobility Using Metamodels
    Kim, Se-eun
    You, Yong-min
    APPLIED SCIENCES-BASEL, 2022, 12 (03):
  • [9] Using Metamodels for Agricultural Monitoring
    Yuzugullu, Onur
    Erten, Esra
    Hajnsek, Irena
    2016 24TH SIGNAL PROCESSING AND COMMUNICATION APPLICATION CONFERENCE (SIU), 2016, : 273 - 276
  • [10] ESTABLISHMENT OF EFFECTIVE METAMODELS FOR SEAKEEPING PERFORMANCE IN MULTIDISCIPLINARY SHIP DESIGN OPTIMIZATION
    Li, Dongqin
    Wilson, Philip A.
    Zhao, Xin
    JOURNAL OF MARINE SCIENCE AND TECHNOLOGY-TAIWAN, 2016, 24 (02): : 233 - 243