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Elastic and efficient virtual network provisioning for cloud-based multi-tier applications

  • Tsinghua University
  • University of Essex
  • Xidian University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

The multi-tier architecture is prevalently adopted by cloud applications, such as the three-tier web application. It is highly desirable for both tenants and providers to provide virtual networks in an efficient and elastic way, where tenant applications can automatically scale in or out with varying workloads and providers can accommodate as many requests as possible in the underlying network. However, due to potential conflicts between efficiency and elasticity, it is challenging to achieve these two goals simultaneously in abstracting tenant requirements and designing corresponding provisioning algorithms. In this paper, we propose an efficient and elastic virtual network provisioning solution called Easy Alloc, which is comprised of an elasticity-aware abstraction model and a virtual network provisioning algorithm. To accurately capture the tenant requirement and maintain the provisioning simplicity for providers, the elasticity-aware model enables two types of decoupling, i.e., Always-on VMs for normal load and on-demand VMs for dynamic scaling, and the bandwidth requirement of each VM for intra- and inter-tier communications. Then we formulate the virtual network provisioning as an overhead minimization problem, where the objective simultaneously considers the bandwidth and elasticity overhead. Due to the NP-completeness of this problem, we leverage two heuristics, slot reservation and tier iteration, to obtain an efficient algorithm. Extensive simulation results show that compared with a typical elasticity-agnostic method under a heavy load, Easy Alloc enables a 9% increase of request acceptance rate and a 16.8% improvement of the successful extension rate. To the best of our knowledge, this is the first work targeting at the elastic virtual network provisioning.

源语言英语
主期刊名Proceedings - 2015 44th International Annual Conference on Parallel Processing, ICPP 2015
出版商Institute of Electrical and Electronics Engineers Inc.
929-938
页数10
ISBN(电子版)9781467375870
DOI
出版状态已出版 - 8 12月 2015
活动44th International Conference on Parallel Processing, ICPP 2015 - Beijing, 中国
期限: 1 9月 20154 9月 2015

出版系列

姓名Proceedings of the International Conference on Parallel Processing
2015-December
ISSN(印刷版)0190-3918

会议

会议44th International Conference on Parallel Processing, ICPP 2015
国家/地区中国
Beijing
时期1/09/154/09/15

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