MC

Current Trends in Science and Technology

an Open Access Publication ISSN: 0976-9730 | 0976-9498

Computer Science

Fuzzy Based Dynamic Replication Algorithm for Improving Data Availability in Data Grids

Mrs.S. Sasikala Devi
Research scholar, Manonmaniam Sundaranar University, Tirunelveli,T amil Nadu. E-mail sasishrinithi.s@gmail.com
Dr. Antony Selvadoss Thanamani
Head and Associate Professor, Department of Computer Science, NGM College, Pollachi.
Online First: February 10, 2018
| Google Scholar

Abstract

Replication is a widely used method for achieving high availability in database systems. The data replication approach can be used for solutions such as sharing data among remote offices, sharing data among dispersed users, make server data more accessible, distribute solution updates, back up data, provide internet or intranet replication. The main aim of this research is to provide a better technique for solving the drawbacks that currently exist in the literary works of data replica environment. Here, we intend to propose data replication system based on data mining techniques. That is in proposed method FDDRA (data mining based dynamic replication algorithm), we will use a data mining with combination of replication algorithm and data grid policy for data replication in the data mining environment through monitoring all data process. The data replication will be done by identifying the frequently used data patterns in the large database of a node. This will be done by Apriorialgorithm. The system availability and replica will be measured and identifying the location in which the replicated data will be stored. The result shows the efficiency of our algorithm in terms latency time and shortest path of nodes.

  Submitted
Feb 10, 2018
Published
Feb 10, 2018
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References

1. I. Foster, C. Kesselman and S. Tuecke. 2001. The Anatomy of the Grid: Enabling Scalable Virtual Organizations, IJSA. 2. KavithaRanganathan and Ian Foster.: Identifying Dynamic Replication Strategies for a High Performance Data Grid. International Workshop on Grid Computing, Denver, November 2001. 3. William H. Bell, David G. Cameron, Ruben Carvajal-Schiaffino, A. Paul Millar, Kurt Stockinger, and FlorianoZini.: Evaluation of an Economy-Based File Replication Strategy for a Data Grid. In International Workshop on Agent based Cluster and Grid Computing at CCGrid 2003, Tokyo, Japan, May 2003. IEEE Computer Society Press. 4. Mark Carman, FlorianoZini, Luciano Serafini, and Kurt Stockinger.: Towards an Economy-Based Optimisation of File Access and Replication on a Data Grid. In International Workshop on Agent based Cluster and Grid Computing at International Symposium on Cluster Computing and the Grid (CCGrid'2002), Berlin, Germany, May 2002. IEEE Computer Society Press. 5. M. Tang, B.S. Lee, C.K. Yeo, X. Tang, Dynamic replication algorithms for the multi-tier data grid, Future Generation Computer Systems 21 (5) (2005), pp. 775– 790. 6. Y. Yuan, Y. Wu, G. Yang, F. Yu, Dynamic data replication based on local optimization principle in data grid, (2007). 7. A. Abdullah, M. Othman, H. Ibrahim, M.N. Sulaiman, A.T. Othman, Decentralized replication strategies for P2P based scientific data grid, in: Information Technology, ITSim, International Symposium on, (2008), pp. 1–8. 8. Y. Ding, Y. Lu, Automatic data placement and replication in grids, in: High Performance Computing, HiPC, International Conference on, (2009), pp. 30– 39. 9. Neeraj Nehra, R.B.Patel, V.K.Bhat, Distributed Parallel Resource Co-Allocation with Load Balancing in Grid Computing, IJCSNS International Journal of Computer Science and Network Security, January (2007), pp. 282-291. 10. A. Horri, R. Sepahvand, Gh. Dastghaibyfard, A Hierarchical Scheduling and Replication Strategy, IJCSNS International Journal of Computer Science and Network 30 Security, August (2008), pp. 30-35. 11. S. M. Park, J. H. Kim, Y. B. Ko, W. S. Yoon, “Dynamic Data Replication Strategy Based on Internet Hierarchy BHR”, in: Lecture notes in Computer Science Publisher, 2004, pp. 838-846. 12. K. Sashi, A.S. Thanamani, Dynamic replication in a data grid using a modified BHR region based algorithm, Future Generation Computer Systems 27 (2), (2011), pp. 202–210. 13. Q. Rasool, J. Li, S. Zhang, Replica placement in multi-tier data grid, in: 2009 Eighth IEEE International Conference on Dependable, Autonomic and Secure Computing, (2009), pp. 103–108. 14. Y.F. Lin, J.J. Wu, P. Liu, A list-based strategy for optimal replica placement in data grid systems, in: 37th International Conference on Parallel Processing, (2008), pp. 198–205. 15. D. G. Cameron, R. C. Schiaffino, J. Ferguson et al., “OptorSim v2.0 installation and user guide,”2004,http://read.pudn.com/downloads74/doc/fileformat/270400/Optorsim%20v2.0%20Installation%20and%20User%20Guide.pdf. 16. [S.-M. Park, J.-H.Kim, Y.-B.Ko, and W.-S. Yoon, “Dynamic data grid replication strategy based on Internet hierarchy,” in Grid and Cooperative Computing, vol. 3033 of Lecture Notes in Computer Science, pp. 838–846, Springer, Berlin, Germany, 2004. View at Google Scholar. 17. B. A. Forouzan, TCP/IP Protocol Suite, Tata McGRAW-Hill, Noida, India, 3rd edition, 2006. 18. The European Data Grid Project, http://www.gridpp.ac.uk/papers/chep04_optorsim.pdf. 19. D. G. Cameron, R. C. Schiaffino, J. Ferguson et al., “OptorSim v2.0 installation and user guide,”
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References

1. I. Foster, C. Kesselman and S. Tuecke. 2001. The Anatomy of the Grid: Enabling Scalable Virtual Organizations, IJSA.
2. KavithaRanganathan and Ian Foster.: Identifying Dynamic Replication Strategies for a High Performance Data Grid. International Workshop on Grid Computing, Denver, November 2001.
3. William H. Bell, David G. Cameron, Ruben Carvajal-Schiaffino, A. Paul Millar, Kurt Stockinger, and FlorianoZini.: Evaluation of an Economy-Based File Replication Strategy for a Data Grid. In International Workshop on Agent based Cluster and Grid Computing at CCGrid 2003, Tokyo, Japan, May 2003. IEEE Computer Society Press.
4. Mark Carman, FlorianoZini, Luciano Serafini, and Kurt Stockinger.: Towards an Economy-Based Optimisation of File Access and Replication on a Data Grid. In International Workshop on Agent based Cluster and Grid Computing at International Symposium on Cluster Computing and the Grid (CCGrid'2002), Berlin, Germany, May 2002. IEEE Computer Society Press.
5. M. Tang, B.S. Lee, C.K. Yeo, X. Tang, Dynamic replication algorithms for the multi-tier data grid, Future Generation Computer Systems 21 (5) (2005), pp. 775– 790.
6. Y. Yuan, Y. Wu, G. Yang, F. Yu, Dynamic data replication based on local optimization principle in data grid, (2007).
7. A. Abdullah, M. Othman, H. Ibrahim, M.N. Sulaiman, A.T. Othman, Decentralized replication strategies for P2P based scientific data grid, in: Information Technology, ITSim, International Symposium on, (2008), pp. 1–8.
8. Y. Ding, Y. Lu, Automatic data placement and replication in grids, in: High Performance Computing, HiPC, International Conference on, (2009), pp. 30– 39.
9. Neeraj Nehra, R.B.Patel, V.K.Bhat, Distributed Parallel Resource Co-Allocation with Load Balancing in Grid Computing, IJCSNS International Journal of Computer Science and Network Security, January (2007), pp. 282-291.
10. A. Horri, R. Sepahvand, Gh. Dastghaibyfard, A Hierarchical Scheduling and Replication Strategy, IJCSNS International Journal of Computer Science and Network 30 Security, August (2008), pp. 30-35.
11. S. M. Park, J. H. Kim, Y. B. Ko, W. S. Yoon, “Dynamic Data Replication Strategy Based on Internet Hierarchy BHR”, in: Lecture notes in Computer Science Publisher, 2004, pp. 838-846.
12. K. Sashi, A.S. Thanamani, Dynamic replication in a data grid using a modified BHR region based algorithm, Future Generation Computer Systems 27 (2), (2011), pp. 202–210.
13. Q. Rasool, J. Li, S. Zhang, Replica placement in multi-tier data grid, in: 2009 Eighth IEEE International Conference on Dependable, Autonomic and Secure Computing, (2009), pp. 103–108.
14. Y.F. Lin, J.J. Wu, P. Liu, A list-based strategy for optimal replica placement in data grid systems, in: 37th International Conference on Parallel Processing, (2008), pp. 198–205.
15. D. G. Cameron, R. C. Schiaffino, J. Ferguson et al., “OptorSim v2.0 installation and user guide,”2004,http://read.pudn.com/downloads74/doc/fileformat/270400/Optorsim%20v2.0%20Installation%20and%20User%20Guide.pdf.
16. [S.-M. Park, J.-H.Kim, Y.-B.Ko, and W.-S. Yoon, “Dynamic data grid replication strategy based on Internet hierarchy,” in Grid and Cooperative Computing, vol. 3033 of Lecture Notes in Computer Science, pp. 838–846, Springer, Berlin, Germany, 2004. View at Google Scholar.
17. B. A. Forouzan, TCP/IP Protocol Suite, Tata McGRAW-Hill, Noida, India, 3rd edition, 2006.
18. The European Data Grid Project, http://www.gridpp.ac.uk/papers/chep04_optorsim.pdf.
19. D. G. Cameron, R. C. Schiaffino, J. Ferguson et al., “OptorSim v2.0 installation and user guide,”
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