Recent advances in surrogate-based optimization

被引：1557
|
作者：
Forrester, Alexander I. J. [1 ]
Keane, Andy J. [1 ]
机构：
[1] Univ Southampton, Computat Engn & Design Grp, Sch Engn Sci, Southampton SO17 1BJ, Hants, England
来源：
PROGRESS IN AEROSPACE SCIENCES | 2009年 / 45卷 / 1-3期
关键词：
RESPONSE-SURFACE; GLOBAL OPTIMIZATION; DESIGN; APPROXIMATION; REGULARIZATION; IMPROVEMENT; ALGORITHMS; VARIABLES; MODELS; OUTPUT;
D O I：
10.1016/j.paerosci.2008.11.001
中图分类号：
V [航空、航天];
学科分类号：
08 ; 0825 ;
摘要：
The evaluation of aerospace designs is synonymous with the use of long running and computationally intensive simulations. This fuels the desire to harness the efficiency of surrogate-based methods in aerospace design optimization. Recent advances in surrogate-based design methodology bring the promise of efficient global optimization closer to reality. We review the present state of the art of constructing surrogate models and their use in optimization strategies. We make extensive use of pictorial examples and, since no method is truly universal, give guidance as to each method's strengths and weaknesses. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码：50 / 79
页数：30
相关论文
共 50 条
  • [41] Performance influences on metamodelling for aerodynamic surrogate-based optimization of an aerofoil
    Viudez-Moreiras, D.
    ENGINEERING OPTIMIZATION, 2019, 51 (03) : 427 - 446
  • [42] Offshore Polymer Flooding Optimization Using Surrogate-Based Methodology
    Zheng, W.
    Jiang, H. Q.
    Zhang, X. S.
    Li, J. J.
    Chen, M. F.
    Ma, J.
    PETROLEUM SCIENCE AND TECHNOLOGY, 2011, 29 (12) : 1227 - 1235
  • [43] Surrogate-based optimization for mixed-integer nonlinear problems
    Kim, Sun Hye
    Boukouvala, Fani
    COMPUTERS & CHEMICAL ENGINEERING, 2020, 140 (140)
  • [44] Surrogate-Based Optimization of System Architectures Subject to Hidden Constraints
    Bussemaker, Jasper H.
    Saves, Paul
    Bartoli, Nathalie
    Lefebvre, Thierry
    Nagel, Bjorn
    AIAA AVIATION FORUM AND ASCEND 2024, 2024,
  • [45] Surrogate-based Multi-Objective Particle Swarm Optimization
    Santana-Quintero, Luis V.
    Coello Coello, Carlos A.
    Hernandez-Diaz, Alfredo G.
    Osorio Velazquez, Jesus Moises
    2008 IEEE SWARM INTELLIGENCE SYMPOSIUM, 2008, : 166 - +
  • [46] Surrogate-Based Design Optimization of Multi-Band Antenna
    Belen, Aysu
    Tari, Ozlem
    Mahouti, Peyman
    Belen, Mehmet A.
    Caliskan, Alper
    APPLIED COMPUTATIONAL ELECTROMAGNETICS SOCIETY JOURNAL, 2022, 37 (01): : 34 - 40
  • [47] Surrogate-based aerodynamic shape optimization with the active subspace method
    Jichao Li
    Jinsheng Cai
    Kun Qu
    Structural and Multidisciplinary Optimization, 2019, 59 : 403 - 419
  • [48] Surrogate-based process optimization for reducing warpage in injection molding
    Gao, Yuehua
    Wang, Xicheng
    JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2009, 209 (03) : 1302 - 1309
  • [49] Adaptive Surrogate-Based Optimization of Vortex Generators for Tiltrotor Geometry
    Bevan, R. L. T.
    Poole, D. J.
    Allen, C. B.
    Rendall, T. C. S.
    JOURNAL OF AIRCRAFT, 2017, 54 (03): : 1011 - 1024
  • [50] Surrogate-Based Analysis and Design Optimization of Power Delivery Networks
    de Jesus Leal-Romo, Felipe
    Ernesto Rayas-Sanchez, Jose
    Luis Chavez-Hurtado, Jose
    IEEE TRANSACTIONS ON ELECTROMAGNETIC COMPATIBILITY, 2020, 62 (06) : 2528 - 2537
12345