Security Driven Scheduling Model for Computational Grid Using NSGA-II

被引:15
作者
Kashyap, Rekha [1 ]
Vidyarthi, Deo Prakash [2 ]
机构
[1] Lal Bahadur Shastri Inst Management, New Delhi, India
[2] Jawaharlal Nehru Univ, New Delhi 110067, India
关键词
Grid computing; Security-aware scheduling; NSGA-II; Genetic algorithm; Grid security; Security overhead;
D O I
10.1007/s10723-013-9251-x
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Number of software applications demands various levels of security at the time of scheduling in Computational Grid. Grid may offer these securities but may result in the performance degradation due to overhead in offering the desired security. Scheduling performance in a Grid is affected by the heterogeneities of security and computational power of resources. Customized Genetic Algorithms have been effectively used for solving complex optimization problems (NP Hard) and various heuristics have been suggested for solving Multi-objective optimization problems. In this paper a security driven, elitist non-dominated sorting genetic algorithm, Optimal Security with Optimal Overhead Scheduling (OSO2S), based on NSGA-II, is proposed. The model considers dual objectives of minimizing the security overhead and maximizing the total security achieved. Simulation results exhibit that the proposed algorithm delivers improved makespan and lesser security overhead in comparison to other such algorithms viz. MinMin, MaxMin, SPMinMin, SPMaxMin and SDSG.
引用
收藏
页码:721 / 734
页数:14
相关论文
共 51 条
[1]   An efficient adaptive scheduling policy for high-performance computing [J].
Abawajy, J. H. .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2009, 25 (03) :364-370
[2]  
[Anonymous], 2001, P 5 C EVOLUTIONARY M
[3]  
[Anonymous], 2002, What is the grid? a three point checklist
[4]  
[Anonymous], J GRID COMPUT
[5]   A comparison of eleven static heuristics for mapping a class of independent tasks onto heterogeneous distributed computing systems [J].
Braun, TD ;
Siegel, HJ ;
Beck, N ;
Bölöni, LL ;
Maheswaran, M ;
Reuther, AI ;
Robertson, JP ;
Theys, MD ;
Yao, B ;
Hensgen, D ;
Freund, RF .
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2001, 61 (06) :810-837
[6]  
Casanova H., 2000, Proceedings 9th Heterogeneous Computing Workshop (HCW 2000) (Cat. No.PR00556), P349, DOI 10.1109/HCW.2000.843757
[7]  
da Silva DP, 2003, LECT NOTES COMPUT SC, V2790, P169
[8]   A decoupled scheduling approach for Grid application development environments [J].
Dail, H ;
Berman, F ;
Casanova, H .
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2003, 63 (05) :505-524
[9]   On Simulated Annealing for the Scheduling of Parallel Applications [J].
de Mello, Rodrigo Fernandes ;
Senger, Luciano Jose .
20TH INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE AND HIGH PERFORMANCE COMPUTING, PROCEEDINGS, 2008, :29-+
[10]  
DEB K, 2001, 200001 KANGAL IND I, P1