论文标题
通过柔性多型卫星,动态带宽分配和边缘缓存优化,用于非线性内容交付
Dynamic Bandwidth Allocation and Edge Caching Optimization for Nonlinear Content Delivery through Flexible Multibeam Satellites
论文作者
论文摘要
下一代多片卫星为设计卫星通信渠道开辟了一种新的方式,并具有带宽,传输功率和光束覆盖范围管理的全部灵活性。在本文中,我们利用了灵活的多光束卫星功能和用户的地理分布来提高卫星辅助边缘缓存系统的性能。我们的目的是共同优化边缘节点的多光束和缓存决策中的带宽分配,以解决两个重要问题:i)缓存喂养时间最小化和ii)cache命中最大化。为了解决关节优化问题的非凸性,我们将原始问题转换为范围差异(DC)形式,然后由提出的迭代算法解决,该迭代算法至少在理论上可以保证其融合至至少局部最优值。此外,在卫星SES-14和Movielens数据集的逼真的光束覆盖范围内评估了所提出的设计的有效性。数值结果表明,与现有溶液相比,我们提出的联合设计可以将缓存时间缩短50 \%降低50 \%,并将缓存命中率(CHR)提高10 \%至20 \%。此外,我们研究了多螺旋梁和多载波宽光束对关节设计的影响,并讨论潜在的研究方向。
The next generation multibeam satellites open up a new way to design satellite communication channels with the full flexibility in bandwidth, transmit power and beam coverage management. In this paper, we exploit the flexible multibeam satellite capabilities and the geographical distribution of users to improve the performance of satellite-assisted edge caching systems. Our aim is to jointly optimize the bandwidth allocation in multibeam and caching decisions at the edge nodes to address two important problems: i) cache feeding time minimization and ii) cache hits maximization. To tackle the non-convexity of the joint optimization problem, we transform the original problem into a difference-of-convex (DC) form, which is then solved by the proposed iterative algorithm whose convergence to at least a local optimum is theoretically guaranteed. Furthermore, the effectiveness of the proposed design is evaluated under the realistic beams coverage of the satellite SES-14 and Movielens data set. Numerical results show that our proposed joint design can reduce the caching feeding time by 50\% and increase the cache hit ratio (CHR) by 10\% to 20\% compared to existing solutions. Furthermore, we examine the impact of multispot beam and multicarrier wide-beam on the joint design and discuss potential research directions.