Secure Distributed Storage on Cloud-Edge Infrastructures

K. Kontodimas, P. Soumplis, A. Kretsis, P. Kokkinos, Emmanouel A. Varvarigos
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引用次数: 2

Abstract

Distributed storage systems place data in multiple cloud datacenters, leading to increased availability and flexibility. However, limitations are present when strict bandwidth and latency requirements are posed by the applications, as the data are stored into different, probably distant locations. The incorporation of edge resources in distributed storage services enables the placement of the data closer to their source, serving better the applications’ demands. Erasure coding offers a way to increase the availability and longevity of data during hosting. In our work, we develop mechanisms that perform resource allocation and store data at edge and cloud resources taking advantage of their different characteristics, while also exploiting the erasure coding technique. Initially, we provide a mixed integer linear programming formulation of the considered problem. As the search space can be vast and the execution time prohibitively large for real size problems, we also propose a heuristic approach which makes use of the rollout policy to efficiently trade-off performance with execution time. A set of simulation experiments is performed to showcase the validity of the proposed methods.
云边缘基础设施上的安全分布式存储
分布式存储系统将数据放在多个云数据中心,从而提高了可用性和灵活性。然而,当应用程序提出严格的带宽和延迟要求时,就会出现限制,因为数据存储在不同的、可能遥远的位置。将边缘资源集成到分布式存储服务中,可以将数据放置在离数据源更近的地方,从而更好地满足应用程序的需求。Erasure编码提供了一种在托管期间提高数据可用性和寿命的方法。在我们的工作中,我们开发了一种机制,利用边缘和云资源的不同特征来执行资源分配和存储数据,同时还利用了擦除编码技术。首先,我们给出了所考虑问题的一个混合整数线性规划公式。由于搜索空间可能非常大,对于实际规模的问题,执行时间可能非常长,因此我们还提出了一种启发式方法,该方法利用rollout策略来有效地权衡性能和执行时间。通过仿真实验验证了所提方法的有效性。
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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