计算机集成制造系统 ›› 2018, Vol. 24 ›› Issue (第5): 1217-1227.DOI: 10.13196/j.cims.2018.05.016

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基于改进NSGA-Ⅱ的航空发动机管路多目标布局优化

柳强,焦国帅   

  1. 辽宁石油化工大学信息与控制工程学院
  • 出版日期:2018-05-31 发布日期:2018-05-31
  • 基金资助:
    国家自然科学基金资助项目(51305192);辽宁省高等学校杰出青年学者成长计划资助项目(LJQ2014037)。

Multi-objective pipe layout for aero-engine based on improved NSGA-Ⅱ

  • Online:2018-05-31 Published:2018-05-31
  • Supported by:
    Project supported by the National Natural Science Foundation,China(No.51305192),and the Program for Liaoning Provincial Excellent Talents in University,China(No.LJQ2014037).

摘要: 为了提高航空发动机管路布局的优化效率,提出一种基于改进NSGA-Ⅱ的航空发动机管路多目标布局优化方法。为了提高NSGA-Ⅱ的全局搜索能力,提出一种新的种群更新机制,在进化过程中采用拉丁超立方方法对种群的部分较差个体进行替换,同时保留原有的精英保留策略,以达到全局搜索能力与收敛性的均衡;采用三维凸包对敷设空间进行建模,基于B样条曲线设计了个体编码方式;以管路长度及平滑性为优化目标,应用改进NSGA-Ⅱ求解发动机管路布局Pareto解集。通过数值算例及管路敷设仿真验证了所提方法的可行性。

关键词: 管路布局, 多目标优化, 拉丁超立方, 种群更新机制, 航空发动机

Abstract: To improve the optimization efficiency of aero-engine pipe layout,a multi-objective pipe routing method for aero-engine based on improved Non-dominated Sorting Genetic Algorithm (NSGA-Ⅱ) was presented.To improve the performance of NSGA-Ⅱ with global searching ability,a new population update mechanism was proposed,in which the Latin hypercube method was used to replace the population of some poor individuals in the evolutionary process,while retaining the original elitist strategy so that it could achieve the balance between global search ability and convergence.The 3D convex hull was used for modeling the routing space,and an encoding mechanism based on B-spline curve was designed.Further,pipe length and smoothness were selected as the optimization objectives,and then the improved NSGA-Ⅱ was used to find Pareto solutions of pipe layouts.The feasibility of the proposed method was verified by several numerical computations and pipe routing examples.

Key words: pipe layout, multi-objective optimization, Latin hypercube, population update mechanism, aero-engine

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