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首页> 外文期刊>Journal of Spacecraft and Rockets >Interplanetary Mission Design Using Differential Evolution
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Interplanetary Mission Design Using Differential Evolution

机译:利用差分演化的行星际任务设计

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摘要

Global optimization methods have been increasingly under consideration for preliminary interplanetary mission design. One promising global method, differential evolution, has been identified as being particularly well suited to high-thrust trajectory optimization. Differential evolution is a stochastic direct search optimization method which uses parameter vectors that interact in a manner motivated by the evolution of living species. To improve the performance of differential evolution for this application, the effect of the tuning parameters is investigated over a diverse group of trajectory optimization problems. The quality of solutions obtained with differential evolution is found to be very sensitive to the selection of the routine's tuning parameters. A set of tuning parameter values is found that results in the rapid global optimization of an array of typical ballistic interplanetary missions. The fine-tuned differential evolution routine is implemented in a new tool, the mission-direct trajectory optimization program, and the effectiveness of this tool is demonstrated by the rapid solution of interplanetary trajectory optimization problems that involve complex features such as multiple gravity assists and parking orbit considerations.
机译:对于初步的行星际任务设计,越来越多地考虑采用全局优化方法。已经发现一种有前途的全局方法,差分演化,特别适合于高推力轨迹优化。差异进化是一种随机直接搜索优化方法,它使用参数矢量,这些矢量以活体物种的进化为动机进行交互。为了提高此应用的差分进化性能,在一系列轨迹优化问题上研究了调整参数的影响。发现通过差分进化获得的解的质量对例程的调整参数的选择非常敏感。发现了一组调整参数值,这些参数值导致了一系列典型弹道行星际任务的快速全局优化。微调的微分进化例程在新工具中执行,即任务直接轨迹优化程序,该工具的有效性通过快速解决行星际轨迹优化问题而得到证明,该问题涉及多个重力辅助和停车等复杂功能轨道方面的考虑。

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