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应用改进遗传算法的低轨星座部署策略优化方法

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考虑发射场任务间隔时间约束,提出应用改进遗传算法的低轨星座部署策略优化方法.对近地圆轨道星座部署过程进行动力学建模,给出了部署窗口与入轨点相位差的关系,以及入轨后相位调整的代价分析.将星座部署位置组合进行参数化,加上各颗卫星部署日期间隔作为优化变量,使得在大范围日期区间内的搜索问题简化为有限维度的整数规划问题.引入改进遗传算法进行局部搜索,进而对部署策略进行寻优计算.以 9 颗卫星的Walker星座部署任务为例,对优化方法进行验证.结果表明:优化方法相对穷举搜索法的计算量有约 7 个数量级的降低,且能够用50 代以内的演化计算快速得到满足发射间隔约束条件且兼顾部署总时间和相位转移量的最优解.
Optimization Method for LEO Constellation Deployment Strategy Using Improved Genetic Algorithm
Considering the time constraints of mission interval at the launch site,an optimization method for LEO(low earth orbit)constellation deployment strategy is proposed in this paper.A dynamic modeling of the deployment process for low earth circular orbit constellation is conduc-ted,and the relationship between the deployment window and the phase difference of the orbit in-sertion point are derived,as well as the cost analysis of phase adjustment after orbit insertion.The combination of constellation deployment position sequence is taken as a parameter,together with the sequence of satellite deployment intervals,as optimization variables,which simplifies a high-dimensional search problem within a wide range of dates to a finite-dimensional integer pro-gramming problem.An improved genetic algorithm for local search is introduced to optimize the launch deployment strategy computation.As verification,an example of a 9-satellites constellation de-ployment is optimized.The result shows that the optimization method reduces the computational com-plexity by 7 orders of magnitude compared with the exhaustion search method and can quickly obtain the optimal result that satisfies the constraint of the launch interval and takes into account the deployment time and the cost of orbital transfer using the evolutionary calculations within 50 generations.

LEO constellation deploymentstrategy optimizationlaunching schedule constraintimproved genetic algorithm

马林、刘玥、侯祥震、常新亚、王淼

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中国人民解放军战略支援部队航天工程大学,北京 101416

中国空间技术研究院卫星应用总体部,北京 100094

航天东方红卫星有限公司,北京 100094

低轨星座部署 策略优化 发射计划约束 改进遗传算法

2024

航天器工程
中国空间技术研究院总体部(北京空间飞行器总体设计部)

航天器工程

CSTPCD北大核心
影响因子:0.552
ISSN:1673-8748
年,卷(期):2024.33(2)
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