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Development of a Multi-objective Genetic Algorithm for MDO Problem

机译:MDO问题的多目标遗传算法开发

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摘要

Engineering systems have become quite complicated in recent days. The requirements of design are complex and it is hard to meet them by considering only one discipline. In this paper, we suggest a hybrid Multi-objective Genetic Algorithm (MOGA) for a Multidisciplinary Design Optimization (MDO) model in engineering design. In order to get Pareto optimal solutions, we use local search to enhance the efficiency and effectiveness. We solve a problem of airplane wings optimization using MOGA. After compared with other MDO algorithms, we find the result shows that the proposed algorithm's performance has an advantage over previous work for these MDO problems. As the algorithm is evaluated based on practical data, we show that the approach can be used to solve MDO problems in the real world.
机译:最近几天,工程系统变得非常复杂。设计的要求很复杂,仅考虑一门学科很难满足这些要求。在本文中,我们为工程设计中的多学科设计优化(MDO)模型提出了一种混合多目标遗传算法(MOGA)。为了获得帕累托最优解,我们使用局部搜索来提高效率和有效性。我们使用MOGA解决了飞机机翼优化的问题。与其他MDO算法进行比较后,我们发现结果表明,针对这些MDO问题,该算法的性能优于先前的工作。由于该算法是基于实际数据进行评估的,因此我们证明了该方法可用于解决现实世界中的MDO问题。

著录项

  • 来源
    《Journal of information and computational science》 |2013年第6期|1603-1612|共10页
  • 作者

    Yifeng Yao; Pu Yan; Dayou Liu;

  • 作者单位

    College of Computer Science and Technology, Jilin University, Changchun 130012, China,Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education Jilin University, Changchun 130012, China;

    College of Computer Science and Technology, Jilin University, Changchun 130012, China,Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education Jilin University, Changchun 130012, China;

    College of Computer Science and Technology, Jilin University, Changchun 130012, China,Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education Jilin University, Changchun 130012, China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    MDO; Multi-objective Genetic Algorithm; Genetic Local Search;

    机译:MDO;多目标遗传算法;遗传本地搜索;

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