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离散变量结构优化设计的相对差商-遗传算法
  • ISSN号:1007-4708
  • 期刊名称:《计算力学学报》
  • 时间:0
  • 分类:O342[理学—固体力学;理学—力学]
  • 作者机构:[1]大连理工大学工业装备结构分析国家重点实验室,辽宁大连116023, [2]大连理工大学工程力学系,辽宁大连116023
  • 相关基金:国家自然科学基金(10572033;10502011)资助项目.
中文摘要:

将相对差商法(RDQA)和遗传算法(GA)结合起来,提出一个离散变量结构优化设计的有效解法——相对差商-遗传算法。3个算例结果显示出其优于相对差商法与遗传算法:(1)大大提高了遗传算法搜索全局最优解的能力及计算效率;(2)间接证明了相对差商法具有足够的逼近全局最优解的能力。

英文摘要:

The optimal designs of structures with discrete variables are very difficult problems. The existing methods have their own limitations. The relative difference quotient algorithm (RDQA) is an efficient method, which can find the local optimal solution. The main advantages of this method are. 1. There are no divergence and oscillation; 2. It is not restricted to the scale of problems; 3. The solution can be found quickly. Ifs weakness is that the ability to approach the global solution is not strong. The genetic algorithm (GA) has the advantage of finding the approximate global optimal solution, but consuming too much computing time is its weakness. In this paper, the RDQA is used at the first stage and the GA is used at the second stage in the whole procedure of optimization. At the first stage, a local optimal solution is obtained by the RDQA. And then the reduced allowable discrete sets e. i. Si (i= 1-n) of various variables are composed of the adjacent 4 or 8 elements at the two sides of the elements in S (the common allowable set for all variables), which are just those elements in the previous solution respectively. So the solution space of variables is greatly reduced from m^n(rn-number of elements in S, nnumber of variables) to 4^n or 8^n. At the second stage, the reduced sets Si(i=1-n) are used in GA, and the computer time can be greatly saved. And the solutions obtained by this method and by the two original methods separately are compared with one another. It is shown that the combination of GA and RDQA is superior to each of the original two methods. This method will be more efficient for discrete optimum shape, topology and layout design of structures.

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期刊信息
  • 《计算力学学报》
  • 中国科技核心期刊
  • 主管单位:中华人民共和国教育部
  • 主办单位:大连理工大学 中国力学学会
  • 主编:程耿东
  • 地址:辽宁省大连理工大学《计算力学学报》编辑部
  • 邮编:116024
  • 邮箱:jslxxb@dlut.edu.cn
  • 电话:0411-84708744 84709559
  • 国际标准刊号:ISSN:1007-4708
  • 国内统一刊号:ISSN:21-1373/O3
  • 邮发代号:8-180
  • 获奖情况:
  • 中国期刊方阵双效期刊,Ei Compenelex收录期刊,获2003年大连市期刊最佳印制奖
  • 国内外数据库收录:
  • 美国化学文摘(网络版),波兰哥白尼索引,德国数学文摘,荷兰文摘与引文数据库,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,美国应用力学评论,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:9563