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Heterogeneity-aware elastic provisioning in cloud-assisted edge computing systems

机译:云辅助边缘计算系统中的异质性感知弹性供应

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摘要

Edge computing is the provision of cloud services and IT environment services to application developers and service providers on the edge of the network. Edge computing faces some challenges, such as dealing with randomly varying workloads, which is an important issue. Thus, a cloud-assisted edge computing system (CAECS) is studied. A replica placement strategy is proposed to satisfy the diversity of user demands and reduce the response time. A data migration strategy is proposed to guarantee data reliability if there exist the released instances. A heterogeneity-aware elastic provisioning strategy is proposed to rent the cloud instances. Finally, the performance of the proposed algorithms is evaluated via extensive experiments. The results imply that the total tenanted cost of the heterogeneity-aware elastic provisioning algorithm can averagely achieve up to 19.23% and 9.50% reduction over that of ARP algorithm and MADRP algorithm, respectively.
机译:Edge Computing是将云服务和IT环境服务提供给网络边缘的应用程序开发人员和服务提供商。边缘计算面临一些挑战,例如处理随机变化的工作负载,这是一个重要问题。因此,研究了云辅助边缘计算系统(CAEC)。提出了一种副本放置策略来满足用户需求的多样性并减少响应时间。建议数据迁移策略保证数据可靠性如果存在发布的实例。建议租用云实例的异质性感知弹性拨款策略。最后,通过广泛的实验评估所提出的算法的性能。结果意味着异质性感知弹性供应算法的总租户成本分别可以降低ARP算法和MADRP算法的降低高达19.23%和9.50%。

著录项

  • 来源
    《Future generation computer systems》 |2020年第11期|1106-1121|共16页
  • 作者单位

    School of Computer Science and Technology Wuhan University of Technology Wuhan 430063 China Key Laboratory of Advanced Perception and Intelligent Control of High-end Equipment Ministry of Education Anhui Polytechnic University Anhui China;

    School of Computer Science and Technology Wuhan University of Technology Wuhan 430063 China;

    Key Laboratory of Advanced Perception and Intelligent Control of High-end Equipment Ministry of Education Anhui Polytechnic University Anhui China;

    School of Computer Science and Technology Wuhan University of Technology Wuhan 430063 China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Heterogeneity-aware; Elastic provisioning; Cloud-assisted edge computing systems;

    机译:异质性感知;弹性配置;云辅助边缘计算系统;

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