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Increasing network throughput based on dynamic caching policy at wireless access points

机译:在无线接入点基于动态缓存策略提高网络吞吐量

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摘要

The explosive growth of wireless data traffic not only challenges the design and evolution of the wireless network architecture, but also brings profound impacts on the quality of service and the quality of experience. As an appealing way to solve the low capacity of user equipment and high latency of network connection, wireless edge caching has attracted great attention of academia and industry recently. In wireless edge caching, popular content can be cached in the base stations or wireless access points (APs) or other devices closer to users. By taking advantage of this feature, devices in wireless edge caching are able to cache popular content that may be duplicated requested and still maintain the quality of services they shall provide. Therefore, with aim to minimum the content fetching delay and increase network throughput in the wireless network, we lucubrated the wireless edge caching in this paper. Firstly, we built a classical wireless APs caching model, then jointly considered the size and popularity of content and introduced an objective function, evaluating the content popularity on this basis to guarantee the global cache hit rate. Moreover, we used 0-1 knapsack problem dynamic programming to maximize the local cache hit rate of wireless AP. Finally, we statistically analyzed on real data traces to find some significant discoveries and analyzed the performance of 0-1 knapsack dynamic programming.
机译:无线数据流量的爆炸性增长不仅挑战了无线网络架构的设计和发展,而且对服务质量和体验质量产生了深远的影响。无线边缘缓存作为一种解决用户设备容量低,网络连接等待时间长的吸引人的方法,近年来引起了学术界和业界的广泛关注。在无线边缘缓存中,流行内容可以缓存在基站或无线访问点(AP)或更靠近用户的其他设备中。通过利用此功能,无线边缘缓存中的设备能够缓存可能重复请求的流行内容,并且仍保持其应提供的服务质量。因此,为了最大程度地减少内容获取延迟并提高无线网络中的网络吞吐量,我们在本文中不再赘述无线边缘缓存。首先,我们建立了一个经典的无线AP缓存模型,然后共同考虑内容的大小和受欢迎程度,并引入了一个目标函数,在此基础上评估内容的受欢迎程度,以确保全局缓存命中率。此外,我们使用0-1背包问题动态规划来最大化无线AP的本地缓存命中率。最后,我们对真实数据迹线进行统计分析,以发现一些重要发现,并分析了0-1背包动态规划的性能。

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