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Surrogate-based parameter optimization and optimal control for optimal trajectory of Halo orbit rendezvous

机译:光环轨道交会最优轨迹的基于替代参数的优化控制

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摘要

This work considers the optimization of rendezvous trajectories for spacecraft starting on different z-amplitude Halo orbits. A surrogate-based parameter optimization strategy is proposed for the optimal trajectory of Halo orbit rendezvous in the Sun-Earth system. The optimal rendezvous problem is transformed into an optimal control problem which fixes the initial flight time and the time of flight for the rendezvous trajectory. Further, the initial flight time and the time of flight are taken as design variables for parameter optimization under the objective of minimum fuel consuming. Since the precise optimization model is typically time consuming and computational expensive, the surrogate model is constructed using data drawn from the precise model, and provides fast approximation of the objective at new design points. Therefore, the surrogate model is feasible and employed for Halo orbit rendezvous in this paper. Numerical simulations show that the surrogate-based parameter optimization takes advantages over the global traversal method and the global optimization method (genetic algorithm). At last, the influences of the different relative z-amplitude Halo orbits for optimal trajectory of Halo orbit rendezvous have been studied by employing the surrogate-based parameter optimization strategy in the numerical simulations.
机译:这项工作考虑了从不同z振幅Halo轨道开始的航天器会合轨迹的优化。针对太阳地球系统中晕轮交会的最优轨迹,提出了一种基于替代参数的参数优化策略。最优集合点问题转化为最优控制问题,该问题确定了初始飞行时间和集合点轨迹的飞行时间。此外,以最小燃料消耗为目标,将初始飞行时间和飞行时间作为用于参数优化的设计变量。由于精确的优化模型通常很耗时且计算量大,因此替代模型是使用从精确模型中提取的数据构建的,并且可以在新的设计点上快速逼近目标。因此,本文提出的替代模型是可行的,可用于晕轨道交会。数值模拟表明,基于代理的参数优化方法优于全局遍历方法和全局优化方法(遗传算法)。最后,在数值模拟中采用了基于代理的参数优化策略,研究了不同z振幅Halo相对轨道对Halo轨道集合点最优轨迹的影响。

著录项

  • 来源
    《Aerospace science and technology》 |2013年第1期|176-184|共9页
  • 作者单位

    State Key Laboratory of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, Liaoning, 116024, PR China;

    State Key Laboratory of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, Liaoning, 116024, PR China;

    State Key Laboratory of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, Liaoning, 116024, PR China;

    State Key Laboratory of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, Liaoning, 116024, PR China;

    State Key Laboratory of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, Liaoning, 116024, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    circular restricted three body problem; (CRTBP); halo orbit rendezvous; nonlinear optimal control; surrogate-based optimization; design of experiment;

    机译:圆形限制三体问题;(CRTBP);晕轨道交会非线性最优控制基于代理的优化;实验设计;

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