EdgeStore: Leveraging Edge Devices for Mobile Storage Offloading

Ali E. Elgazar, Mohammad Aazam, Khaled A. Harras
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引用次数: 11

Abstract

The recent growth in smart phone adoption coupled with social networking has lead to an increase in user generated content (UGC). The majority of UGC, captured in the form of images, videos, and audio clips, have significantly grown in size as a result of advancements in multimedia technology with higher definition phone cameras. Online clouds are generally the go-to solution in order to accommodate this increase in storage requirements. However, online clouds raise privacy concerns, are not fully automated, and do not adapt to different networking environments. We propose an edge based automated storage management system, EdgeStore, that utilizes user-owned devices at the edge, to automatically offload and retrieve files. EdgeStore determines file popularity based on the user's access patterns and offloads unpopular files. It accounts for different networking infrastructures, ranging from rural areas to metropolitan areas, in order to serve users in different environments. We implement and evaluate EdgeStore showing that users can offload up to 90% of storage to underutilized edge devices, and still have a high percentage of low latency access to offloaded files within 10 seconds.
EdgeStore:利用边缘设备进行移动存储卸载
最近智能手机的普及和社交网络的发展导致了用户生成内容(UGC)的增长。大多数UGC以图像、视频和音频剪辑的形式捕获,由于多媒体技术的进步和更高清晰度的手机摄像头,其规模显着增长。为了适应存储需求的增长,在线云通常是首选的解决方案。然而,在线云引起了隐私问题,不是完全自动化的,并且不能适应不同的网络环境。我们提出了一个基于边缘的自动化存储管理系统,EdgeStore,它利用用户在边缘拥有的设备,自动卸载和检索文件。EdgeStore根据用户的访问模式判断文件的流行程度,并卸载不受欢迎的文件。它考虑到不同的网络基础设施,从农村地区到大都市地区,以服务于不同环境的用户。我们对EdgeStore的实施和评估表明,用户可以将高达90%的存储卸载到未充分利用的边缘设备上,并且仍然可以在10秒内对卸载的文件进行高百分比的低延迟访问。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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