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Multiobjective optimization of perforated square CFRP tubes for crashworthiness

机译:多孔方形CFRP管的多目标优化以防撞性

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摘要

Open holes and cutouts have been widely used in composite structures for various engineering purposes. However, perforation could largely alter the structural responses and crashing behavior, thereby creating significant challenge in composite design. This study carried out a parametric study and design optimization on the perforation parameters for the perforated carbon fiber reinforced plastic (CFRP) square tubes to improve the structural crashworthiness. First, a finite element model was established for perforated square tube through experimental validation. Second, the support vector regression (SVR) surrogate models of the crashworthiness indices were established with respect to the perforation design variables following a parametric study. It was found that the radius of the hole had the most significant effect on crashworthiness performance of the CFRP tube, followed by the height-to-length ratio and the offset-to-width ratio of the hole. Finally, the multiobjective optimization was performed to optimize the perforated parameters by integrating the surrogate modeling technique and multiobjective grey wolf optimizer (MOGWO). The optimal design enabled to enhance 100.47% in the specific energy absorption (SEA) (specifically from 29.61 J/g to 59.36 J/g) only with a minor sacrifice of 4.62% in the first peak load (F-max) (from 81.22 kN to 84.97 kN).
机译:出于各种工程目的,裸眼和切口已广泛用于复合结构中。但是,穿孔会在很大程度上改变结构响应和碰撞行为,从而给复合材料设计带来重大挑战。这项研究对穿孔碳纤维增强塑料(CFRP)方管的穿孔参数进行了参数研究和设计优化,以提高结构的耐撞性。首先,通过实验验证建立了多孔方管的有限元模型。其次,根据参数研究,针对射孔设计变量建立了耐撞性指标的支持向量回归(SVR)替代模型。发现孔的半径对CFRP管的耐撞性能具有最显着的影响,其次是孔的高长比和偏移宽比。最后,通过集成替代建模技术和多目标灰狼优化器(MOGWO)进行多目标优化,以优化穿孔参数。最佳设计仅在第一个峰值负载(F-max)的较小牺牲4.62%(从81.22从4.61%J / g到59.36 J / g)的情况下提高了100.47%的比能量吸收(SEA)。 kN到84.97 kN)。

著录项

  • 来源
    《Thin-Walled Structures 》 |2020年第4期| 106628.1-106628.13| 共13页
  • 作者

  • 作者单位

    Sun Yat Sen Univ Sch Intelligent Syst Engn Shenzhen 518000 Peoples R China|Lightweight Elect Vehicle & Parts Engn Ctr Guangd Dongguan 523000 Peoples R China;

    Sun Yat Sen Univ Sch Intelligent Syst Engn Shenzhen 518000 Peoples R China;

    Univ Technol Sydney Sch Civil & Environm Engn Sydney NSW 2007 Australia;

    Univ Sydney Sch Aerosp Mech & Mechatron Engn Sydney NSW 2006 Australia;

  • 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

    Perforated; CFRP tubes; Crashworthiness; Multiobjective optimization; MOGWO;

    机译:穿孔的CFRP管;耐撞性多目标优化;莫格沃;

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