Support vector machine approach for virtual machine migration in cloud data center
详细信息 查看全文
- 作者：Fan-Hsun Tseng ; Xiaojiao Chen ; Li-Der Chou…
- 关键词：Social media service ; Load balance ; Support vector machine ; Mixed integer linear programming ; Cloud data center
- 刊名：Multimedia Tools and Applications
- 出版年：2015
- 出版时间：May 2015
- 年：2015
- 卷：74
- 期：10
- 页码：3419-3440
- 全文大小：3,810 KB
- 参考文献：1.Armbrust M, Fox A, Griffith R, Joseph AD, Katz R, Konwinski A, Lee G, Patterson D, Rabkin A, Stoica I, Zaharia M (2010) A view of cloud computing. ACM Commun 53(4):50鈥?8View Article
2.Boser BE, Guyon IM, Vapnik VN (1992) A training algorithm for optimal margin classifiers. In Proc. of the ACM 5th Annual Workshop on Computational Learning Theory
3.Chang C-C, Lin C-J (2011) LIBSVM: a library for support vector machines. ACM Trans Intell Syst Technol 2(3):1鈥?9View Article
4.Chen C-Y, Chang K-D, Chao H-C (2011) Transaction-pattern-based anomaly detection algorithm for IP multimedia subsystem. IEEE Trans Inf Forensic Secur 6(1):152鈥?61View Article
5.Cheng R-S, Shih M-Y, Yang C-C (2010) Performance evaluation of threshold-based control mechanism for vegas TCP in heterogeneous cloud networks. Int J Internet Protocol Technol 5(4):202鈥?09View Article
6.Chou L-D, Chang Y-J, Yang J-Y, Peng W-S (2011) Knowledge management system for social network services. J Internet Technol 12(1):139鈥?51
7.Chung H-Y, Chang C-W, Hsiao H-C, Chao Y-C (2012) The load rebalancing problem in distributed file systems. In Proc. of the IEEE International Conference on Cluster Computing
8.Chung W-C, Lin Y-H, Lai K-C, Li K-C, Chung Y-C (2012) A Self-adaptive resource index and discovery system in distributed computing environments. Int J Ad Hoc Ubiquit Comput 10(2):74鈥?3View Article
9.Clark C, Fraser K, Hand S, Hansen JG (2005) Live migration of virtual machines. In Proc. of the 2nd USENIX Conference on Networked Systems Design and Implementation
10.Feng Z, Bai B, Zhao B, Su J (2012) Redball: throttling shrew attack in cloud data center networks. J Internet Technol 13(4):667鈥?80
11.Hsu H-H, Chen Y-F, Lin C-Y, Hsieh C-W, Shih TK (2012) Emotion attention to friends on social networking services. J Internet Technol 13(6):936鈥?70
12.Hu J, Gu J, Sun G, Zhao T (2010) A scheduling strategy on load balancing of virtual machine resources in cloud computing environment. In Proc. of the 3rd International Symposium on Parallel Architectures, Algorithms and Programming
13.Kaplan AM, Haenlein M (2010) Users of the world, unite! The challenges and opportunities of Social Media. Bus Horiz 53(1):59鈥?8View Article
14.Khiyaita A, Zbakh M, El Bakkali H, El Kettani D (2012) Load blancing cloud computing: state of art. In Proc. of the National Days of Network Security and Systems: 106鈥?09
15.Kim HS, Shih DI, Yu YJ, Eom H, Yeom HY (2012) Systematic approach of using power save mode for cloud data processing services. Int J Ad Hoc Ubiquit Comput 10(2):63鈥?3View Article
16.Knig B, Alcaraz CJM, Kirschnick J (2012) Elastic monitoring framework for cloud infrastructures. IET Commun 6(10):1306鈥?315View Article
17.Lai Y-X, Lai C-F, Huang Y-M, Chao H-C (2013) Multi-appliance recognition system with hybrid SVM/GMM classifier in ubiquitous smart home. Inf Sci 231:39鈥?5View Article
18.Lai YX, Lai CF, Hu CC, Chao HC, Huang YM (2011) A personalized mobile IPTV system with seamless video reconstruction algorithm in cloud networks. Int J Commun Syst 24(10):1375鈥?387View Article
19.LIBSVM, A Library for Support Vector Machines, Available: http://鈥媤ww.鈥媍sie.鈥媙tu.鈥媏du.鈥媡w/鈥媍jlin/鈥媗ibsvm/鈥?/span> . Accessed 15 January 2014
20.Ma F, Liu F, Liu Z (2012) Distributed load balancing allocation of virtual machine in cloud data center. In Proc. of the IEEE 3rd International Conference on Software Engineering and Service Science
21.Mahajan K, Makroo A, Dahiya D (2013) Round robin with server affinity: a VM load balancing algorithm for cloud based infrastructure. J Inf Process Syst 9(3):379鈥?94View Article
22.Ostermann S, Iosup A, Yigitbasi N, Prodan R, Fahringer T, Eperna D (2010) A performance analysis of EC2 cloud computing services for scientific somputing. In Proc. of the 1st International Conference on Cloud Computing
23.Randles M, Lamb D, Taleb-Bendiab A (2010) A comparative study into distributed load balancing algorithms for cloud computing. In Proc. of the IEEE 24th International Conference on Advanced Information Networking and Applications Workshops
24.Strunk A (2012) Costs of virtual machine live migration: a survey. In Proc. of the IEEE 8th World Congress on Services
25.Wang L, Chen D, Zhao J, Tao J (2012) Resource management of distributed virtual machines. I J Ad Hoc Ubiquit Comput 10(2):96鈥?11View Article
26.Wang S-C, Yan K-Q, Liao W-P, Wang S-S (2010) Towards a load balancing in a three-level cloud computing network. In Proc. of the IEEE 3rd International Conference on Computer Science and Information Technology
27.Weng MM, Shih TK, Hung JC (2013) A personal tutoring mechanism based on the cloud environmen. J Converg 4(3):37鈥?4
28.Wood T, Shenoy P, Venkataramani A, Yousif M (2007) Black-box and gray-box strategies for virtual machine migration. In Proc. of the 4th USENIX Conference on Networked Systems Design and Implementation
29.Xie X, Jiang H, Jin H, Cao W, Yuan P, Yang L (2012) Metis: a profiling toolkit based on the virtualization of hardware performance counters
30.Zhu K, Song H, Liu L, Gao J, Cheng G (2011) Hybrid genetic algorithm for cloud computing applications. In Proc. of the IEEE Asia-Pacific Services Computing Conference - 作者单位：Fan-Hsun Tseng (1)
Xiaojiao Chen (2)
Li-Der Chou (1)
Han-Chieh Chao (3) (4)
Shiping Chen (5)
1. Department of Computer Science and Information Engineering, National Central University, No. 300, Jhongda Rd., Jhongli, Taoyuan County, Taiwan, 32001, Republic of China
2. School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, No. 516, Jun Gong Road, Shanghai, 200093, Peoples鈥檚 Republic of China
3. Department of Electronic Engineering & Department of Computer Science and Information Engineering, National I-Lan University, No. 1, Sec. 1, Shen-Lung Road, I-Lan, Taiwan, 26047, Republic of China
4. Department of Electrical Engineering, National Dong Hwa University, No. 1, Sec. 2, Da Hsueh Rd., Shoufeng, Hualien, 97401, Taiwan
5. School of Optical-Electrical and Computer Engineering & Network Center, University of Shanghai for Science and Technology, No. 516, Jun Gong Road, Shanghai, 200093, Peoples鈥檚 Republic of China - 刊物类别：Computer Science
- 刊物主题：Multimedia Information Systems
Computer Communication Networks
Data Structures, Cryptology and Information Theory
Special Purpose and Application-Based Systems - 出版者：Springer Netherlands
- ISSN：1573-7721
文摘
The social media services are popular with Internet services today, such as Facebook, YouTube, Plurk and Twitter. However, the enormous interactions among human beings also result in highly computational costs. The requested resources and demands of some specific social media services are changing severely, and the virtual machines (VMs) exhaust the computing resource of physical machine (PM). Thus this will lead to VM migration. Many researchers investigate how to stabilize the average utilization of virtual machines and physical machines in cloud data center. In this paper, we formulated the VM migration problem in cloud data center based on mixed integer linear programming (MILP). Then, the VM allocation algorithm was proposed to allocate the VMs among the PMs, which is based on the Support Vector Machine (SVM). According to the training process during a specific time, the minimum numbers of VM migration and maximum resource utilization of PMs were accomplished. As the allocation case and simulation results showed, we achieved the stable and low-cost for social media services in cloud data center.