An orthogonal and model based multiobjective genetic algorithm for LEO regional satellite constellation optimization

被引:0
|
作者
Dai, Guangming [1 ]
Zheng, Wei [1 ]
Xie, Baiqiao [1 ]
机构
[1] China Univ Geosci, Sch Comp Sci, Wuhan 430074, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Regional coverage Constellation Optimizing Design is a classical dynamic multi-objective optimizing problem. Against low efficiency of traditional multi-objective evolutionary algorithms and poor utilization of Pareto-optimal solutions distribution regularity etc, in this papera new approach OMEA which bases on the probability-model utilizing Pareto-optimal solutions distribution regularity to obtain a good distribution of Pareto-optimal solutions, we also apply the quantization technique and orthogonal design to generate initial points which spread uniformly in the feasible solution space. Considering coverage rate assessment criterions, we accomplish the design and simulation of Leo Constellation. Compared with NSGA-II, Pareto solutions by OMEA are closer to Pareto-optimal Front. The result of experiments shows a group of Pareto solutions with a uniform distribution can be achieved, which gives strong supports to constellation design determination.
引用
收藏
页码:652 / +
页数:3
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