|
基于多目标优化遗传算法的层合板铺层优化设计
|
Abstract:
复合材料层合板在航空航天中有着极其广泛的应用,铺层顺序的优化对层合板性能有着重要的影响。针对层合板铺层优化问题,本文引入等效弹性常数法,再通过多目标优化遗传算法对层合板铺设角进行优化,从而求得所需性能的优化铺层顺序。本文还借助有限元对优化后结果进行谐响应分析验证,结果表明优化后层合板性能得到了明显的提升。本方法对层合板铺层顺序具有良好的优化效果,显著提升了材料的力学性能。
Composite laminates are widely used in aerospace, and the optimization of the layup sequence has an important impact on the performance of laminates. Aiming at the optimization problem of laminate layup, this paper introduces the equivalent elastic constant method, and then optimizes the laying angle of the laminate through the multi-objective optimization genetic algorithm, so as to obtain the optimized layup sequence of the required performance. In this paper, the optimized results are also verified by harmonic response analysis by means of finite element. The results show that the performance of the optimized laminates has been significantly improved. The method has a good optimization effect on the layup sequence of the laminate, and significantly improves the mechanical properties of the material.
[1] | 唐见茂. 航空航天复合材料发展现状及前景[J]. 航天器环境工程, 2013, 30(4): 352-359. |
[2] | 杜善义. 先进复合材料与航空航天[J]. 复合材料学报, 2007, 24(1): 1-12. |
[3] | Yildiz, H. and Sarikanat, M. (2001) Finite-Element Analysis of Thick Composite Beams and Plates. Composites Science and Technology, 6, 1723-1727. https://doi.org/10.1016/S0266-3538(01)00072-0 |
[4] | Bogdanovich, A.E. and Deepak, B.P. (1997) Three-Dimensional Analysis of Thick Composite Plates with Multiple Layers. Composites Part B: Engineering, 28, 345-357. https://doi.org/10.1016/S1359-8368(96)00041-8 |
[5] | 晏飞, 李为吉. 基于自适应遗传算法的复合材料层合板铺层顺序优化设计[J]. 西北工业大学学报, 2001, 19(1): 156-159. |
[6] | 黄伟, 孙首群. 基于改进自适应遗传算法的层合板铺层设计[J]. 机械工程与自动化, 2015(2): 135-136+141. |
[7] | 栾宇, 丁文辉, 林天军, 王路仙, 关振群. 基于蚁群算法的复合材料缠绕壳体铺层顺序优化[J]. 计算力学学报, 2011, 28(2): 248-254. |
[8] | Yokozeki, T., Aoki, T., Ogasawara, T. and Ishikawa, T. (2005) Effects of Layup Angle and Ply Thick-ness on Matrix Crack Interaction in Contiguous Plies of Composite Laminates. Composites Part A: Applied Science and Manufacturing, 36, 1229-1235. https://doi.org/10.1016/j.compositesa.2005.02.002 |
[9] | 白国栋, 童小燕, 姚磊江. 基于深度学习的复合材料铺层优化方法[J]. 复合材料科学与工程, 2020(7): 68-73. |
[10] | 谯盛军, 王飞, 焦瑾, 刘璐. 铺层对复合材料层合板力学性能影响的研究[J]. 西安航空学院学报, 2021, 39(3): 47-52. |
[11] | 董永朋, 王佩艳, 刘洋, 王富生, 岳珠峰. 基于三维等效弹性模量的复合材料中厚层合板稳定性分析[J]. 材料科学与工程学报, 2011, 29(5): 725-728. |
[12] | 柴红普, 于哲峰, 傅山. 复合材料翼面结构优化设计及分析[J]. 力学季刊, 2011, 32(1): 109-116. |