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Random Caching Based Cooperative Transmission in HetNets in the Presence of Popularity Prediction Errors

机译:在普及预测误差存在下基于Hetnets的基于随机缓存的合作传输

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In this paper, we jointly explore random caching and cooperative transmission based on cooperative radius in HetNets. Using tools from stochastic geometry, we obtain the tractable expression of the average successful transmission probability (STP) under our proposed scheme. By maximizing the average STP, we formulate the optimization problem to find the optimal policy. Given the existence of popularity prediction errors in practice, we then examined two types of errors: errors in file popularity prediction and errors in file library size estimation. By comparing with several existing caching policies in the literature (e.g., the most popular caching and the uniform caching), we demonstrated the robustness of our proposed scheme in the presence of errors.
机译:在本文中,我们共同探讨了基于Hetnets的协同半径的随机缓存和协作传输。使用来自随机几何的工具,我们在我们提出的计划下获得了平均成功传输概率(STP)的易解释。通过最大化平均STP,我们制定优化问题以找到最佳政策。鉴于在实践中存在受欢迎程度预测错误,我们检查了两种类型的错误:文件普及预测中的错误和文件库大小估计中的错误。通过与文献中的几个现有的缓存策略进行比较(例如,最受欢迎的缓存和统一缓存),我们证明了我们提出的方案在存在错误的稳健性。

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