首页|基于NSGA-Ⅱ的复合材料防撞梁碰撞损伤多目标优化

基于NSGA-Ⅱ的复合材料防撞梁碰撞损伤多目标优化

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为在设计时考虑低速碰撞损伤对碳纤维复合材料(CFRP)防撞梁力学性能的影响,发展了改进Hashin失效准则的VUSDFLD子程序来判定低速碰撞时CFRP防撞梁7个方向的损伤程度,采用壳单元模拟了复合材料的力学性能,建立了CFRP防撞梁低速碰撞有限元显式动力学模型.采用该方法对相同实验条件下的复合材料层合板低速冲击剩余强度进行了计算,并将计算结果与实验结果进行了对比,仿真结果与实验结果吻合较好.在此基础上,以复合材料防撞梁铺层厚度和铺层角度为设计变量,将复合材料防撞梁的质量和低速冲击时产生的损伤单元数作为优化目标,建立了 CFRP防撞梁低速碰撞损伤动力学多目标优化模型,采用基于Pareto策略改进的NSGA-Ⅱ非支配排序遗传算法对其进行多目标优化求解.优化后,CFRP防撞梁质量由1.02 kg降为0.76 kg,减重率为25%;损伤单元数由30238个降为23206个,损伤降低率为23%.结果表明,所发展基于Hashin失效准则的VUSDFLD子程序和对CFRP防撞梁低速碰撞损伤多目标优化是行之有效的,为复合材料防撞梁结构的优化设计提供了参考.
Multi-objective optimization of collision damage of reinforced plastic anti-collision beams based on NSGA-Ⅱ
To consider the influence of low-speed collision damage on the mechanical properties of carbon fiber reinforced plastic(CFRP)anti-collision beams in design,VUSDFLD subroutine with improved Hashin failure criterion was developed to determine the dam-age degree in seven directions of CFRP anti-collision beams during low-speed collision.The shell element was used to simulate the me-chanical properties of reinforced plastic,and the explicit finite element dynamic model of CFRP anti-collision beams was established.This method was used to calculate the residual strength of reinforced plastic laminates during low-speed impact under the same experimental conditions,and the calculation results were compared with the experimental results.The simulation results agree well with the experimen-tal results.On this basis,taking the layup thickness and layup angle of reinforced plastic anti-collision beams as design variables,and taking the quality of reinforced plastic anti-collision beams and the number of damage units generated during low-speed impact as optimiza-tion objectives,the multi-objective optimization model of low-speed collision damage dynamics of CFRP anti-collision beams was estab-lished.An improved NSGA-Ⅱ non-dominated sorting genetic algorithm based on Pareto strategy was used to solve the multi-objective opti-mization.After optimization,the weight of CFRP anti-collision beam decreases from 1.02 kg to 0.76 kg,and the weight reduction rate is 25%.The number of damage units decreases from 30238 to 23206,and the damage reduction rate is 23%.The results show that the VUSDFLD subroutine developed based on Hashin failure criterion and the multi-objective optimization of low-speed collision damage of CFRP anti-collision beams are effective,which provides a reference for the optimal design of reinforced plastic anti-collision beams.

carbon fiber reinforced plasticexplicit dynamicsNSGA-Ⅱ algorithmHashin failure criteriamulti-objective optimization

朱孙科、陈历、倪颖倩、肖勇、宋霞

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重庆交通大学机电与车辆工程学院,重庆 400074

重庆市计量质量检测研究院,重庆 401100

武汉华夏理工学院,湖北武汉 430223

碳纤维复合材料 显式动力学 NSGA-Ⅱ算法 Hashin失效准则 多目标优化

重庆市教委科学技术研究项目

KJQN201900731

2024

塑性工程学报
中国机械工程学会

塑性工程学报

CSTPCD北大核心
影响因子:0.46
ISSN:1007-2012
年,卷(期):2024.31(2)
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