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Multi-scale design of three dimensional woven composite automobile fender using modified particle swarm optimization algorithm

机译:基于改进粒子群算法的三维编织复合汽车护舷多尺度设计

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摘要

This paper proposes a multi-scale modeling and optimization strategy for the lightweight design of automobile fenders made of three dimensional (3D) woven composite. A Multi-scale modeling approach is developed to predict the mechanical behaviors of the 3D woven composite fender with various design parameters from material and structure. In order to alleviate the computational cost, Kriging modeling technique is adopted to generate the surrogate models of structural responses under multiple load cases. An optimization method integrating modified particle swarm optimization algorithm and Kriging surrogate model is employed to find the optimal combination of continuous and discrete design variables from different scales. The optimized automobile fender achieves a 20.65% weight reduction when satisfying all requirements on structural stiffness under multiple load cases. (C) 2017 Elsevier Ltd. All rights reserved.
机译:本文针对由3D(3D)编织复合材料制成的汽车挡泥板的轻量化设计提出了一种多尺度建模和优化策略。开发了一种多尺度建模方法,以通过材料和结构的各种设计参数来预测3D编织复合挡泥板的机械性能。为了减轻计算量,采用克里格建模技术来生成多种载荷情况下结构响应的替代模型。利用改进的粒子群算法和克里格代理模型相结合的优化方法,找到了不同尺度下连续和离散设计变量的最优组合。当满足多种载荷情况下对结构刚度的所有要求时,经过优化的汽车挡泥板可减少20.65%的重量。 (C)2017 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Composite Structures》 |2017年第12期|73-83|共11页
  • 作者单位

    Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Shanghai 200240, Peoples R China|Shanghai Jiao Tong Univ, Shanghai Key Lab Digital Manufacture Thin Walled, Shanghai 200240, Peoples R China;

    Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Shanghai 200240, Peoples R China|Shanghai Jiao Tong Univ, Shanghai Key Lab Digital Manufacture Thin Walled, Shanghai 200240, Peoples R China;

    Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Shanghai 200240, Peoples R China|Shanghai Jiao Tong Univ, Shanghai Key Lab Digital Manufacture Thin Walled, Shanghai 200240, Peoples R China;

    Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Shanghai 200240, Peoples R China|Shanghai Jiao Tong Univ, Shanghai Key Lab Digital Manufacture Thin Walled, Shanghai 200240, Peoples R China;

    Northwestern Univ, Dept Mech Engn, 2145 Sheridan RD Tech B224, Evanston, IL 60201 USA;

  • 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

    3D woven composites; Automobile fender; Multi-scale model; Particle swarm optimization; Surrogate modeling technique;

    机译:3D编织复合材料;汽车护舷;多尺度模型;粒子群优化;替代建模技术;

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