Proactive Resource Provisioning Model for Cloud Federation

被引:1
作者
Ramakrishnan, Geethapriya [1 ]
Anantharaman, Prashant [2 ]
Mukherjee, Saswati [1 ]
机构
[1] Anna Univ, Dept Informat Sci & Technol, Madras 600025, Tamil Nadu, India
[2] Dartmouth Coll, Dept Comp Sci, Hanover, NH 03755 USA
来源
DISTRIBUTED COMPUTING AND INTERNET TECHNOLOGY (ICDCIT 2016) | 2016年 / 9581卷
关键词
Cloud federation; Resource provisioning; Workload prediction; Insource; Outsource; Sliding window; ARIMA;
D O I
10.1007/978-3-319-28034-9_22
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Cloud federation addresses the resource scalability issue by enabling infrastructure sharing among multiple clouds. We propose a proactive resource provisioning model for federation based on sliding window prediction technique. We compare the results of the proposed prediction mechanism with the commonly used time series prediction algorithm ARIMA. We developed a simulation environment for cloud federation to investigate the impact of workload prediction based resource provisioning in cloud federation. Finally we compare it with that of resource provisioning without prediction in a federated environment, evaluate the profit and resource utilization associated with both the cases.
引用
收藏
页码:169 / 174
页数:6
相关论文
共 7 条
[1]  
[Anonymous], 2012, VMware Technical J
[2]  
Goiri Inigo, 2010, 2010 IEEE 3rd International Conference on Cloud Computing (CLOUD 2010), P123, DOI 10.1109/CLOUD.2010.32
[3]   Cloud Federations in the Sky: Formation Game and Mechanism [J].
Mashayekhy, Lena ;
Nejad, Mahyar Movahed ;
Grosu, Daniel .
IEEE TRANSACTIONS ON CLOUD COMPUTING, 2015, 3 (01) :14-27
[4]   Contention management in federated virtualized distributed systems: implementation and evaluation [J].
Salehi, Mohsen Amini ;
Toosi, Adel Nadjaran ;
Buyya, Rajkumar .
SOFTWARE-PRACTICE & EXPERIENCE, 2014, 44 (03) :353-368
[5]   A Novel Economic Sharing Model in a Federation of Selfish Cloud Providers [J].
Samaan, Nancy .
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2014, 25 (01) :12-21
[6]  
Toosi A. N., 2011, Proceedings of the 2011 IEEE 13th International Conference on High Performance Computing and Communication (HPCC 2011). 2011 IEEE International Workshop on Future Trends of Distributed Computing Systems (FTDCS 2011). Workshops of the 2011 International Conference on Ubiquitous Intelligence and Computing (UIC 2011). Workshops of the 2011 International Conference on Autonomic and Trusted Computing (ATC 2011), P279, DOI 10.1109/HPCC.2011.44
[7]  
Zhan L, 2012, 2012 9TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), P1, DOI 10.1109/ISBI.2012.6235469