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多学科设计优化中常用代理模型的研究 被引量:149

A survey of surrogate models used in MDO
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摘要 代理模型是多学科设计优化的关键技术之一。本文系统介绍了多项式响应面模型,径向基函数模型和K rig ing模型等3种多学科设计优化中常用的代理模型。通过构造某机翼展向气动载荷分布的代理模型,对这3种模型的效果进行了评估,并对这些代理模型的构造方法、基本特性和适用范围进行了分析研究。 Surrogate model is a key element of the multidisciplinary design optimization (MDO). Three widely used surrogate models, Polynomial Response Surface Model, Radial Basis Function Model and Kriging Model are reviewed and discussed systematically in this paper. At the end of this paper, three surrogate models are constructed to describe the span lift distribution of an aircraft wing, and the constructions, features and coverage of these models are also discussed and evaluated.
出处 《计算力学学报》 CAS CSCD 北大核心 2005年第5期608-612,共5页 Chinese Journal of Computational Mechanics
基金 航空科学基金(00B52017)资助项目
关键词 多学科设计优化 代理模型 多项式响应面模型 径向基函数模型 KRIGING模型 MDO~ surrogate model polynomial response surface model RBF model Kriging model
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  • 1GOLOVIDOV, OLEG B, MASON, et al. Response Surface Approximations for Aerodynamic Parameters in High Speed Civil Transport Optimization[A]. Technical Report,Computer Science[DB/OL], Virginia Polytechnic Institute and State University. http://historical.ncstrl.org/tr/ps/vatechcs/TR-97-15.ps.
  • 2KNILL D L, GIUNTA A A, BAKER C A, et al. Response surface models combining linear and euler aerodynamics for supersonic transport design[J]. J Aircraft, 1999,36(1):75-86.
  • 3UNAL R, LEPSCH R A, MCMILLIN M. Response Surface Model Building and Multidisciplinary Optimization Using D-Optimal Designs[A]. Colle-ction of Technical Papers for 7th Annual AIAA/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization[C].1998,405-411.
  • 4JIN R, CHEN W, SIMPSON T W. Comparative studies of metamodeling techniques under multiple modeling criteria[J]. Journal of Structural and Multidisciplinary Optimization, 2001,23(1):1-13.
  • 5侯军虎,王松岭,安连锁,胡海燕.基于参数映射的通风机流量全程测量的实验研究[J].中国电机工程学报,2003,23(10):209-214. 被引量:36
  • 6GIUNTA A A, DUDLEY J M, NARDUCCI R, et al. Noisy Aerodynamic Response and Smooth Approximations in HSCT Design[A]. Proceedings of the 5th AIAA/USAF/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization[C]. Panama City Beach, FL, AIAA Paper94-4376, 1994,1117-1128.
  • 7GIUNTA A A, WATSON L T. A Comparison of Approximation Modeling Techniques: Polynomial Versus Interpolating Models[A]. 7th AIAA/USAF/NASA/ISSMO Symposium on Multidiscipli-nary Analysis & Optimization[C]. St. Louis, MO, AIAA, September 2-4, 1998, 1:392-404.
  • 8SOREN N. Lophaven, Hans Bruun Nielsen, Jacob Sondergaard. Aspects of the Matlab Toolbox DACE[A]. Report IMM-REP-2002-12, Informatics and Mathematical Modeling[DB/OL],Technical Univer-sity of Denmark,2002. http://www.imm.dtu.dk/-hbn/dace/.
  • 9SOREN N. Lophaven, Hans Bruun Nielsen, Jacob Sondergaard. DACE A Matlab Kriging Toolbox[A].Report IMM -REP-2002-13,Informatics and Mathematical Modeling[DB/OL].Technical Univer-sity of Denmark, 2002. http://www.imm.dtu.dk/-hbn/dace/.

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