基于Benders分解的小型卫星网络可扩展流优化

Olga Kondrateva, B. Scheuermann, S. Dietzel
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引用次数: 0

摘要

小型卫星网络的特点是断断续续的连接,卫星和地面站之间的通信机会很少。为了克服这一问题,可以使用卫星间链路,并利用卫星运动的可预测性来提前规划通信。数学优化技术通常用于创建这样的通信计划。然而,最终的优化问题往往很大,因此很难解决。为了更有效地处理它们,我们提出了一种新的基于Benders分解的分解方法。据我们所知,我们是第一个在卫星网络环境下应用本德斯分解的。我们的评估结果表明,我们的方法大大优于最先进的解决方案。
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Scalable Flow Optimization for Small Satellite Networks using Benders Decomposition
Small satellites networks are characterized by intermittent connectivity and rare communication opportunities between satellites and ground stations. To overcome this problem, inter-satellite links can be used and predictability of satellite movements can be exploited to plan the communication in advance. Mathematical optimization techniques are typically applied to create such communication plans. However, the resulting optimization problems are often large and therefore problematic to solve. To handle them more efficiently, we propose a novel decomposition approach based on Benders decomposition. To the best of our knowledge, we are the first to apply Benders decomposition in the context of satellite networks. Our evaluation results show that our approach considerably outperforms the state-of-the-art solution.
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