Multiobjective Virtual Machine Placement in Cloud Environment

被引：29
作者：
Adamuthe, Amol C. [1 ]
Pandharpatte, Rupali M. [1 ]
Thampi, Gopakumaran T. [2 ]
机构：
[1] RIT, Dept CSE, Islampur, MS, India
[2] TSEC, Dept IT, Bombay, Maharashtra, India
来源：
2013 INTERNATIONAL CONFERENCE ON CLOUD & UBIQUITOUS COMPUTING & EMERGING TECHNOLOGIES (CUBE 2013) | 2013年
关键词：
Nondominated Sorting Genetic Algorithm; Resource allocation; Multiobjective Optimization Problem;
D O I：
10.1109/CUBE.2013.12
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this paper, the virtual machine placement problem is formulated as a multi-objective optimization problem. The objectives are maximizing profit, maximizing load balancing and minimizing recourse wastage. Results of Genetic algorithms, Non-dominated Sorting Genetic Algorithm and Non-dominated Sorting Genetic Algorithm-II are compared with common solution representation, penalty and benefit values. All the three algorithms reported good solutions whereas GA and NSGA are subjected to premature convergence and duplicate solutions. NSGA-II gives good and diversified range of solutions.
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页码：8 / +
页数：2
相关论文
共 32 条
[1]  
[Anonymous], [No title captured]
[2]  
[Anonymous], 1999, EVOLUTIONARY ALGORIT
[3]  
Brezulianu Adrian, 2010, INT J ADV SCI TECHNO, V14
[4]   Category of inter-grey non-symmetric evolutionary game chain model of supervision on research funds of colleges and universities [J].
Chen, HongZhuan ;
He, LiFang ;
Xu, Jing ;
Chen, Ye .
2010 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2010), 2010,
[5]  
Deb, 1994, EVOLUTIONARY COMPUTA, V2, P221, DOI DOI 10.1162/EVCO.1994.2.3.221
[6]   A fast and elitist multiobjective genetic algorithm: NSGA-II [J].
Deb, K ;
Pratap, A ;
Agarwal, S ;
Meyarivan, T .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197
[7]  
Gihun Jung, 2011, Proceedings of the 2011 International Conference on Parallel Processing Workshops (ICPPW 2011), P345, DOI 10.1109/ICPPW.2011.18
[8]  
Goldberg, 1989, GENETIC ALGORITHMS S
[9]  
Hadji M., 2012, 2012 IEEE 5th International Conference on Cloud Computing (CLOUD), P876, DOI 10.1109/CLOUD.2012.36
[10]  
Jansen Ryan., 2011, On 2011 International Green Computing Conference and Workshops (IGCC), P1, DOI DOI 10.1109/IGCC.2011.6008550
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