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Scalable and dynamic replica consistency maintenance for edge-cloud system

机译:边缘云系统的可扩展和动态副本一致性维护

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With the increasing number of edge devices in the Internet of things (IoT), data storage in edge cloud environment better meet the real-time requirements of IoT. In order to improve the data reliability, reduce the overhead and the response latency, and make more reasonable use of storage resources in edge cloud environment, we conduct an in-depth study on the replica creation strategy and consistency maintenance strategy. In order to reduce the waste of storage resources, a dynamic replica creation strategy based on block popularity and node load (DRC-BN) is proposed. DRC-BN strategy considers the storage cost of edge cloud and the communication cost between central cloud and edge cloud when optimizing the number of replicas, and improves the data reliability. In order to solve the problem of data inconsistency caused by multi-user concurrency, a replica consistency maintenance strategy based on Fast Paxos algorithm (RC-FP) is proposed. RC-FP strategy considers the comprehensive performance of nodes and selects the node with better performance as the leader according to the comprehensive performance of nodes, and reduces the time of consistency maintenance. Experimental results show that the proposed strategies perform well in terms of the consistency maintenance time and the node throughput. At the same time, the proposed strategies also reduce the overall overhead. (C) 2019 Elsevier B.V. All rights reserved.
机译:随着物联网(IoT)中边缘设备数量的增加,边缘云环境中的数据存储可以更好地满足IoT的实时需求。为了提高数据可靠性,减少开销和响应延迟,并在边缘云环境中更合理地利用存储资源,我们对副本创建策略和一致性维护策略进行了深入研究。为了减少存储资源的浪费,提出了一种基于块流行度和节点负载(DRC-BN)的动态副本创建策略。 DRC-BN策略在优化副本数量时考虑了边缘云的存储成本以及中央云与边缘云之间的通信成本,并提高了数据可靠性。为了解决多用户并发导致的数据不一致问题,提出了一种基于快速Paxos算法(RC-FP)的副本一致性维护策略。 RC-FP策略考虑了节点的综合性能,根据节点的综合性能选择性能较好的节点作为领导者,减少了一致性维护的时间。实验结果表明,所提出的策略在一致性维护时间和节点吞吐量方面表现良好。同时,所提出的策略还减少了总体开销。 (C)2019 Elsevier B.V.保留所有权利。

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