Towards a Greener Cloud Infrastructure Management using Optimized Placement Policies

被引:20
|
作者
Pascual, J. A. [1 ]
Lorido-Botran, T. [1 ]
Miguel-Alonso, J. [1 ]
Lozano, J. A. [2 ]
机构
[1] Univ Basque Country, Intelligent Syst Grp, Dept Comp Architecture & Technol, UPV EHU, Donostia San Sebastian 20018, Spain
[2] Univ Basque Country, Intelligent Syst Grp, Dept Comp Sci & Artificial Intelligence, UPV EHU, Donostia San Sebastian 20018, Spain
关键词
Cloud computing; VM placement; Multi-objective optimization; Energy consumption; Tree-network data center topology; ALGORITHM;
D O I
10.1007/s10723-014-9312-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cloud infrastructures are designed to simultaneously service many, diverse applications that consist of collections of Virtual Machines (VMs). The placement policy used to map applications onto physical servers has important effects in terms of application performance and resource efficiency. We propose enhancing placement policies with network-aware optimizations, trying to simultaneously improve application performance, resource efficiency and power efficiency. The per-application placement decision is formulated as a bi-objective optimization problem (minimizing communication cost and the number of physical servers on which an application runs) whose solution is searched using evolutionary techniques. We have tested three multi-objective optimization algorithms with problem-specific crossover and mutation operators. Simulation-based experiments demonstrate how, in comparison with classic placement techniques, a low-cost optimization results in improved assignments of resources, making applications run faster and reducing the energy consumed by the data center. This is beneficial for both cloud clients and cloud providers.
引用
收藏
页码:375 / 389
页数:15
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