基于OpenStack的资源负载预测方法研究

被引:10
作者
李丹程
王晓晨
宋晓雪
马东琳
李全祚
机构
[1] 东北大学软件学院
关键词
云计算; OpenStack; 回归分析; 负载预测;
D O I
暂无
中图分类号
TP308 [机房];
学科分类号
0812 ;
摘要
数据中心的能耗在云计算高速发展的同时不断增加,提高服务器资源利用率,进而提高数据中心的能效成为新的研究方向。基于OpenStack开源云计算平台,利用回归分析方法,预测云计算环境下服务器负载情况的变化,提出资源动态调度算法,将计算任务迁移到更合适的服务器,达到提高集群计算能效的目的。通过CPU计算能力的实验验证了该算法的有效性,实现了云计算环境下CPU计算能效的提高。
引用
收藏
页码:2178 / 2182
页数:5
相关论文
共 19 条
[1]  
OpenNebula. http://www.opennebula.org/ . 2013
[2]  
Green power management with dynamic resource allocation for cloud virtual machines. YANG C,WANG K,CHENG H,et al. Proc of the 13th International Conference on High Performance Computing and Communications . 2011
[3]  
Power control by distribution tree with classified power capping in cloud computing. WU Zheng-kai,WANG Jun. Proc of International Conference on Cyber,Physical and Social Computing . 2010
[4]  
Service deactivation aware placement and defragmentation in enterprise clouds. DUTTA S,VERMA A. Proc of the 7th International Conference on Network and Service Management . 2011
[5]  
OpenStack Tutorial. Bret P. IEEE Cloud Com . 2010
[6]  
Power-Aware Scheduling of VirtualMachines in DVFS-enabled Clusters. Laszewski G.V,Wang L.Z,Younge A.J. et al. proceeding of International Conference onCluster Computing and workshops . 2009
[7]  
Dynamic resource allocation with management objectives:implementation for an OpenStack cloud. WUHIB F,STADLER R,LINDGREN H. Proceedings of the 8th International Conference on Network and Service Management . 2012
[8]  
"Performance-constrained distributed dvs scheduling for scientific applications on power-aware clusters,". R. Ge,X. Feng,K. W. Cameron. SC’’05: Proceedings of the 2005 ACM/IEEE conference on Supercomputing . 2005
[9]  
Efficient Resource Provisioning in Compute Clouds via VM Multiplexing. X Meng,C Isci,J Kephart,L Zhang. Proceedings of the 7th international conference on Autonomic computing . 2010
[10]  
Above the Clouds:A Berkeley View of Cloud Computing. Michael Armbrust,,Armando Fox,Rean Griffith,Anthony D. Joseph,Randy H. Katz,Andrew Konwinski,,Gunho Lee,David A. Patterson,Ariel Rabkin,Ion Stoica,Matei Zaharia. Electrical Engineering and Computer Sciences . 2009