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Design Optimization of Composite Laminated Tube Based on Improved Niching Evolutionary Algorithm

机译:基于改进的小生境进化算法的复合叠层管设计优化

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摘要

A minimum weight design is developed for a composite laminated tube considering the number of plies as one of the design variables. The objective function is found to be complex, and more than one optimal design point may exist with different numbers of plies. Existing methods based on evolutionary algorithms tend to become trapped around a local optimum and can find no more than one optimal result per calculation. Aiming at the characteristics of the objective function, an improved evolutionary algorithm (INDE for short) is established based on niching technology. The formula for calculating the distance between individuals in the niching technology is improved to satisfy the minimum weight design for the composite laminated tube. As a result, the improved niching evolutionary algorithm offers better global search ability and can find more than one optimal result per calculation for different numbers of plies.
机译:考虑到层数作为设计变量之一,为复合层压管开发了最小重量设计。发现目标函数很复杂,并且在层数不同的情况下可能存在一个以上的最佳设计点。基于进化算法的现有方法趋于陷入局部最优,并且每次计算最多只能找到一个最优结果。针对目标函数的特点,基于小生境技术建立了一种改进的进化算法(简称INDE)。改进了利基技术中计算个人之间距离的公式,以满足复合层压管的最小重量设计要求。结果,改进的小生境进化算法提供了更好的全局搜索能力,并且针对不同的层数每次计算可以找到一个以上的最优结果。

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  • 来源
    《Mathematical Problems in Engineering》 |2017年第11期|3141534.1-3141534.11|共11页
  • 作者

    Ma Sen; Zhao Qilin; Pan Darong;

  • 作者单位

    Army Engn Univ PLA, Coll Field Engn, Nanjing 210007, Jiangsu, Peoples R China;

    Nanjing Tech Univ, Sch Mech & Power Engn, Nanjing 211800, Jiangsu, Peoples R China;

    Nanjing Inst Technol, Sch Architecture Engn, Nanjing 211167, Jiangsu, Peoples R China;

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