The week's pick
Random Articles
Reseach Article
Host Load Prediction in Computational Grid Environment
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 77 - Number 10 |
| Year of Publication: 2013 |
| Authors: Ankita Agrawal, Rudesh Shah |
10.5120/13427-1120
|
Ankita Agrawal, Rudesh Shah . Host Load Prediction in Computational Grid Environment. International Journal of Computer Applications. 77, 10 ( September 2013), 1-6. DOI=10.5120/13427-1120
Abstract
When sudden load arises in a grid then load should be transferred to some idle node hence due to load sharing, server down condition not occur hence we predict the load on node and shared it to idle node this is termed as load forecasting. In this paper, we did simulation of grid CPU load in distributed manner which provide the monitoring on each host in network and load of grid is predicted using bpn (back propagation neural network) algorithm. Which provides the effective results in prediction, in addition of that a new predictive algorithm is proposed implemented and compared to the bpn algorithm. In proposed algorithm we calculate the accuracy and compared with bpn algorithm accuracy, after implementation of both methods and simulation of Host load we find the proposed method is much effective then the previously proposed method of BPN algorithm.
References
- Introduction to Grid Computing, Bart Jacob, Michael Brown, Kentaro Fukui, NiharTrivedi, ibm. com/redbooks
- The Statistical Properties of Host Load (Extended Version), Peter A. Dinda, March1999 CMU-CS-98-175
- Survey of Grid Resource Monitoring and Prediction Strategies, Liang Hu, Xiaochun Cheng, XilongChe, College of Computer Science and Technology, Jilin University.
- FAULT TOLERANT SCHEDULING STRATEGY FOR COMPUTATIONAL GRID ENVIRONMENT, Malarvizhi Nanda gopalet. al. / International Journal of Engineering Science and Technology Vol. 2(9), 2010, 4361-4372
- CPU Load Predictions on the Computational Grid, Yuanyuan Zhang, Wei Sun and Yasushi Inoguchi, Center for Information Science, Japan Advanced Institute of Science and Technology 1-1 Asahidai, Nomi, Ishikawa, 923-1292, Japan
- Multi-model prediction for enhancing content locality in elastic server infrastructures, Juan M. Tirado, Daniel Higuero, Florin Isaila, Jesus Carretero, Computer Architecture and Technology Area, Universidad Carlos Madrid, Spain
- Extended Forecast of CPU and Network Load on Computational Grid, SayakaAkioka, Yoichi Muraoka, 2004 IEEE International Symposium on Cluster Computing and the Grid
- Host Load Prediction in a Google Compute Cloud with a Bayesian Model, Sheng Di, Derrick Kondo, WalfredoCirne, 978-1-4673-0806-9/12, 2012 IEEE
- Agent Based Priority Heuristic for Job Scheduling on Computational Grids, Syed NasirMehmood Shah, M Nordin B Zakaria, Ahmad Kamil Bin Mahmood, AnindyaJyoti Pal, NazleeniHaron, International Conference on Computational Science2012
- Jason R. Bowling, Priscilla Hope, Kathy J. Liszka, "Spam Image Identification Using an Artificial Neural Network", The University of Akron Akron, Ohio 44325-4003
Index Terms
Keywords