Using artificial neural network for monitoring and supporting the grid scheduler performance

Proceedings - 28th European Conference on Modelling and Simulation, ECMS 2014

Volumn , Issue , 2014, Pages 515-522

  Grzonka, Daniel ^a   Kołodziej, Joanna ^a   Tao, Jie ^b  

^a CRACOW UNIVERSITY OF TECHNOLOGY   (Poland)

^b KARLSRUHE INSTITUTE OF TECHNOLOGY   (Germany)

Author keywords

Artificial Neural Network; Computational Grid; Data Classification; Genetic Algorithm; Scheduling; Security

Indexed keywords

GENETIC ALGORITHMS; GRID COMPUTING; LARGE SCALE SYSTEMS; NEURAL NETWORKS; SCHEDULING; SCHEDULING ALGORITHMS;

AUTONOMOUS DOMAINS; COMPUTATIONAL GRIDS; DATA CLASSIFICATION; DISTRIBUTED RESOURCES; MODELLING AND SIMULATIONS; SECURITY; SECURITY AWARENESS; SYSTEM THROUGHPUT;

NETWORK SECURITY;

EID: 84905727964     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.7148/2014-0515     Document Type: Conference Paper

References (13)

1. Abraham, A.; R. Buyya and B. Nath. 2000. "Natures heuristics for scheduling jobs on computational grids", Proceedings of the 8th IEEE ACC, India.
2. Aguirre H.E., and K. Tanaka. 2007. "Working principles, behavior, and performance of MOEAs on MNKlandscapes", European Journal of Operational Research, vol. 181, 1670-1690.
3. Ali, S.; H.J. Siegel; M. Maheswaran and D. Hensgen. 2000. "Task execution time modelling for heterogeneous computing systems", Proceedings of Heterogeneous Computing Workshop, 185-199.
4. Bartschi Wall, M. 1996. "A Genetic Algorithm for Resource-Constrained Scheduling", PhD Thesis, Massachusetts Institute of Technology, MA.
5. Garg, S.K.; R. Buyya and H.J. Segel. 2009. "Scheduling Parallel Applications on Utility Grids: Time and Cost Trade-off Management", In Proc. of the 32nd ACSC, Wellington, New Zealand. CRPIT, 91. Mans, B., Ed. ACS., 139-147.
6. Grueninger, T. 1997. "Multimodal optimization using genetic algorithms", Technical report, Department of Mechanical Engineering, MIT, Cambridge, MA.
7. Haykin, S. 1999. Neural Networks: A Comprehensive Foundation, 2nd ed., Prentice-Hall, Englewood Cliffs, NJ.
8. Hotovy, S. 1996. "Workload evolution on the Cornell Theory Center IBM SP2", in Job Scheduling Strategies for Parallel Proc. Workshop, IPPS'96, 27-40.
9. Koodziej, J. and F. Xhafa. 2011. "Enhancing the geneticbased scheduling in computational Grids by a structured hierarchical population", Future Generation Computer Systems, vol. 27, DOI:10.1016/j.future.2011.04.011, 1035-1046.
10. Nauck, D.; F. Klawonn and R. Kruse. 1997. Neuro-Fuzzy Systems, John Wiley & Sons.
11. Song, S.; K. Hwang and Y.K. Kwok. 2005. "Trusted Grid Computing with Security Binding and Trust Integration", Journal of Grid Computing.
12. Xhafa, F.; L. Barolli and A. Durresi. 2007. "Batch Mode Schedulers for Grid Systems", International Journal of Web and Grid Services 3(1), 19-37.
13. Xhafa, F.; J. Carretero and A. Abraham. 2007. "Genetic Algorithm Based Schedulers for Grid Computing Systems", International Journal of Innovative Computing, Information and Control, vol. 3, No. 5, 1053-1071.