Successful transmission probability analysis for cache-enabled users in mobile networks

Yinglei Teng, Qi Zhang, Mengting Liu, Mei Song
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引用次数: 2

Abstract

Caching popular contents in the storage of users is deemed as an efficient approach to increase energy efficiency, decrease latency, as well as offload backhauls. Due to the mobility feature of use terminals in the real environment, the analysis of successful transmission is particular important in mobile networks. In this paper, the position of cache-enabled users are distributed as a Homogeneous Poisson Point Process (HPPP) and user moves following the random walk mobility (RWM) model. Then, the successful transmission probability is analyzed through the observation of the one step movement of the typical user using stochastic geometry methods. Meanwhile, in order to optimize the successful transmission probability, two methods are considered, i.e., file segmentation transmission (FST) and retransmission mechanism (RM). Simulation results show that the successful transmission probability can be improved by several network parameters, e.g., user density, transmission zone radius and caching probability, but exhibits a decline with increasing velocity or downloading time. Besides, considering segmentation cost, there is a tradeoff for the optimal segment number for the FST and RM schemes.
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移动网络中启用缓存的用户成功传输概率分析
在用户的存储中缓存流行的内容被认为是一种有效的方法,可以提高能源效率,减少延迟,以及卸载回传。由于实际环境中使用终端的移动性特点,在移动网络中对成功传输的分析显得尤为重要。本文采用齐次泊松点过程(Homogeneous Poisson Point Process, HPPP)对缓存用户的位置进行分布,用户的移动遵循随机行走移动(random walk mobility, RWM)模型。然后,利用随机几何方法,通过观察典型用户的一步移动,分析了传输成功概率。同时,为了优化传输成功概率,考虑了文件分段传输(FST)和重传机制(RM)两种方法。仿真结果表明,用户密度、传输区域半径和缓存概率等多个网络参数均能提高传输成功率,但随着传输速度和下载时间的增加,传输成功率呈下降趋势。此外,考虑到分割成本,FST和RM方案在最优段数上进行了权衡。
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