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Research on Inter-satellite Link Network Routing Algorithm Based on Multi-objective Optimization

机译:基于多目标优化的星际链路网络路由算法研究

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In view of the problem that the inter-satellite link network routing planning algorithm adapts to the single business scenario and has poor generalization ability, this paper proposes a multi-objective optimized inter-satellite link routing model based on the breadth-first routing algorithm. In this model, the optimization objects are the data transmission performance and connectivity of the time-varying inter-satellite network, the inputs are the point-to-point path hop threshold, the preferred path number threshold, and the node load weight in the route planning algorithm, and the evaluating indicators are data transmission delay, satellite node load, and network connectivity. In this paper, the fast non-dominated sorting genetic algorithm with elite strategy (NSGA-II) is used to solve the model. In addition, this paper establishes a data transmission model based on the STDMA communication protocol of the satellite navigation system to obtain the data transmission delay in each iteration, which is composed of 24 MEO, 3 GEO and 3 IGSO satellites. Finally, the Pareto solution set of point-to-point path hop threshold, the preferred path number threshold, and the node load weight is determined when the data transmission performance and network connectivity performance of inter satellite link are optimal. According to the Pareto solution set obtained in this paper, it can effectively modify the key parameter settings of the routing planning algorithm and improve the generalization ability of the algorithm in multi service scenarios.
机译:针对卫星间链路网络路由规划算法适应单个业务场景,泛化能力差的问题,提出了一种基于广度优先路由算法的多目标优化卫星间链路路由模型。在该模型中,优化对象是时变卫星间网络的数据传输性能和连接性,输入是点对点路径跳变阈值,首选路径数阈值和节点负载权重。路由规划算法,评估指标为数据传输延迟,卫星节点负载和网络连接性。本文采用精英策略快速非支配排序遗传算法(NSGA-II)对该模型进行求解。另外,本文建立了基于卫星导航系统STDMA通信协议的数据传输模型,以获取每次迭代的数据传输时延,该模型由24颗MEO,3颗GEO和3颗IGSO卫星组成。最后,当卫星间链路的数据传输性能和网络连接性能最佳时,确定点对点路径跳变阈值,首选路径数阈值和节点负载权重的帕累托解决方案集。根据本文获得的Pareto解决方案集,可以有效地修改路由规划算法的关键参数设置,并提高该算法在多业务场景下的泛化能力。

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