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Optimal design of aeroengine turbine disc based on kriging surrogate models

机译:基于克里金模型的航空发动机涡轮盘优化设计

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摘要

A design optimization method based on kriging surrogate models is proposed and applied to the shape optimization of an aeroengine turbine disc. The kriging surrogate model is built to provide rapid approximations of time-consuming computations. For improving the accuracy of surrogate models without significantly increasing computational cost, a rigorous sample selection is employed to reduce additional design samples based on design of experiments over a sequential trust region. The minimum-mass shape design of turbine discs under thermal and mechanical loads has demonstrated the effectiveness and efficiency of the presented optimization approach.
机译:提出了一种基于克里格模型的设计优化方法,并将其应用于航空发动机涡轮盘的形状优化。克里格代理模型的建立是为了提供耗时计算的快速近似。为了在不显着增加计算成本的情况下提高替代模型的准确性,基于顺序信任区域上的实验设计,采用严格的样本选择来减少额外的设计样本。涡轮盘在热和机械载荷下的最小质量形状设计已经证明了所提出的优化方法的有效性和效率。

著录项

  • 来源
    《Computers & Structures》 |2011年第2期|p.27-37|共11页
  • 作者单位

    School of Energy and Thermal Power Engineering, Changsha University of Science and Technology, Changsha 410114, China,Key Laboratory of Process Industry Automation, Northeastern University, Shenyang 110004, China;

    Key Laboratory of Process Industry Automation, Northeastern University, Shenyang 110004, China;

    School of Energy and Thermal Power Engineering, Changsha University of Science and Technology, Changsha 410114, China;

    School of Energy and Thermal Power Engineering, Changsha University of Science and Technology, Changsha 410114, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    turbine disc; optimal design; surrogate model; kriging method; differential evolutionary algorithm; design of experiments;

    机译:涡轮盘优化设计;替代模型克里格法差分进化算法;实验设计;

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