Performance and Energy-based Cost Prediction of Virtual Machines Live Migration in Clouds

被引:7
作者
Aldossary, Moahammad [1 ,2 ]
Djemame, Karim [2 ]
机构
[1] Prince Sattam Bin Abdulaziz Univ, Al Kharj, Saudi Arabia
[2] Univ Leeds, Sch Comp, Leeds, W Yorkshire, England
来源
CLOSER: PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND SERVICES SCIENCE | 2018年
关键词
Cloud Computing; Cost Prediction; Workload Prediction; Live Migration; Power Consumption;
D O I
10.5220/0006682803840391
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Virtual Machines (VMs) live migration is one of the important approaches to improve resource utilisation and support energy efficiency in Clouds. However, VMs live migration leads to performance loss and additional costs due to increased migration time and energy overhead. This paper introduces a Performance and Energy-based Cost Prediction Framework to estimate the total cost of VMs live migration by considering the resource usage and power consumption, while maintaining the expected level of performance. A series of experiments conducted on a Cloud testbed show that this framework is capable of predicting the workload, power consumption and total cost for heterogeneous VMs before and after live migration, with the possibility of recovering the migration cost e.g. 28.48% for the predicted cost recovery of the VM.
引用
收藏
页码:384 / 391
页数:8
相关论文
共 12 条
[1]  
Aldossary M., 2017, 14 INT C EC GRIDS CL, P119
[2]  
Alzamil I., 2016, GECON 2016, P160
[3]   A Stochastic Model for Estimating the Power Consumption of a Processor [J].
Dargie, Waltenegus .
IEEE TRANSACTIONS ON COMPUTERS, 2015, 64 (05) :1311-1322
[4]  
Fehling Christoph, 2014, CLOUD COMPUTING PATT, DOI DOI 10.1007/978-3-7091-1568-8
[5]   TIME-SERIES ANALYSIS - FORECASTING AND CONTROL - BOX,GEP AND JENKINS,GM [J].
GEURTS, M .
JOURNAL OF MARKETING RESEARCH, 1977, 14 (02) :269-269
[6]   Performance and energy modeling for live migration of virtual machines [J].
Liu, Haikun ;
Jin, Hai ;
Xu, Cheng-Zhong ;
Liao, Xiaofei .
CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2013, 16 (02) :249-264
[7]  
Melhem SB, 2017, INT CONF INFORM COMM, P23, DOI 10.1109/IACS.2017.7921940
[8]  
Raghunath Bane Raman, 2017, 2017 IEEE International Conference on Consumer Electronics (ICCE), P100, DOI 10.1109/ICCE.2017.7889244
[9]  
Strunk Anja, 2012, 2012 IEEE Eighth World Congress on Services, P323, DOI 10.1109/SERVICES.2012.23
[10]   A Lightweight Model for Estimating Energy Cost of Live Migration of Virtual Machines [J].
Strunk, Anja .
2013 IEEE SIXTH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING (CLOUD 2013), 2013, :510-517