Open Access
Subscription Access
Open Access
Subscription Access
Performance Assessment of Object Oriented OLAP
Subscribe/Renew Journal
An Object-Oriented approach to the design of On Line Analytical Processing (OLAP) System is defined and then used to describe the estimation of its performance. The use of Unified Modeling Language (UML) to model the structure and behavior of OLAP System is demonstrated as a case study. The UML model is used to derive a performance simulation model which is then evaluated using ARENA Simulation Software. This approach demonstrates a flexible way to assess the performance of an OLAP System designed and implemented using Object-Oriented concepts.
Keywords
Modelling, Olap, Performance, Response Time, Simulation.
Subscription
Login to verify subscription
User
Font Size
Information
- H. M. Hasan, and P. Hyland, “Using OLAP and multidimensional data for decision making,” IT Professional, vol. 3, no. 5, pp. 44-50, September-October 2001.
- J. W. Buzydlowski, I.-Y. Song, and L. Hassell, “A framework for object-oriented on-line analytic processing,” Proceedings of the 1st International Workshop on Data Warehousing and OLAP, pp. 10-15, Washington, D.C., USA, 02-07, November 1998.
- G. Booch, I. Jacobson, and J. Rumbaugh, Unified Modeling Language User Guide, 2nd ed., Addison-Wesley, 2005.
- S. D. F. P. Borba, “Extending the UML for dimensional models in object oriented database,” 16th International Workshop on Database and Expert Systems Applications (DEXA’05), pp 1150-1154, 2005.
- B. Dhawan, and A. Gosain, “Extending UM for multidimensional modeling in data warehouse,” International Journal of Computer and Communication Technology, vol. 2, no. 7, pp. 59-64, 2012.
- M. Bhan, D. E. Geetha, T. V. S. Kumar, and K. Rajanikanth, “OO approach to OLAP using UML,” International Conference on Recent Applications of Soft Computing in Engineering and Technology, pp. 595-599, Alwar, India, 2007.
- A. Gosain, and S. Mann, “Object oriented multidimensional model for a data warehouse with operators,” International Journal of Database Theory and Application, vol. 3, no. 4, pp. 35-40, December 2010.
- R. G. G. Cattell, and D. K. Barry, The Object Database Standard: ODMG 2.0, Morgan Kaufmann, 1997.
- E. Marcos, B. Vela, and J. M. Cavero, “Extending UML for object-relational database design,” 4th International Conference on Unified Modelling Language, Concepts and Tools, vol. 2185, LNCS, Springer-Verlag, pp. 225-239, 2001.
- J. Trujillo, and M. Palomar, “An object oriented approach to multidimensional database: Conceptual modeling (OOMD),” 1st ACM International Workshop on Data Warehousing and OLAP, pp. 16-21, 1998.
- T. Altiok, and B. Melamed, Simulation Modeling and Analyss with Arena, Elsevier, 2007.
- W. D. Kelton, R. P. Sadowski, and D. A Sadowski, Simulation with Arena, 4th ed., Mc Graw Hill, 2006.
- V. Agrawal, “Data warehouse operational design: View selection and performance simulation,” Dissertation at University of Toledo, May 2005. Available: http://www.utoledo.edu/business/PHD/PHDDocs/Vikas_Agrawal_Data_warehouse.pdf
- P. Khakipuro, “Performance modeling framework for CORBA based distributed systems,” University of Helsinki, Finland, A Report A-2000-3. Available: http://hdl.handle.net/10138/21391
- P. Khakipuro, “UML-based performance modeling framework for component-based distributed systems, performance engineering,” LNCS, Springer, vol. 2047, pp. 167-184, 2001.
Abstract Views: 238
PDF Views: 0