Knowledge Based Model for Power Transformer Life Cycle Management Using Knowledge Engineering
Commenced in January 2007
Frequency: Monthly
Edition: International
Paper Count: 33122
Knowledge Based Model for Power Transformer Life Cycle Management Using Knowledge Engineering

Authors: S. S. Bhandari, N. Chakpitak, K. Meksamoot, T. Chandarasupsang

Abstract:

Under the limitation of investment budget, a utility company is required to maximize the utilization of their existing assets during their life cycle satisfying both engineering and financial requirements. However, utility does not have knowledge about the status of each asset in the portfolio neither in terms of technical nor financial values. This paper presents a knowledge based model for the utility companies in order to make an optimal decision on power transformer with their utilization. CommonKADS methodology, a structured development for knowledge and expertise representation, is utilized for designing and developing knowledge based model. A case study of One MVA power transformer of Nepal Electricity Authority is presented. The results show that the reusable knowledge can be categorized, modeled and utilized within the utility company using the proposed methodologies. Moreover, the results depict that utility company can achieve both engineering and financial benefits from its utilization.

Keywords: CommonKADS, Knowledge Engineering, LifeCycle Management, Power Transformer.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1072756

Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 2308

References:


[1] R.E. Brown, B.G. Humphrey, "Asset Management for Transmission and Distribution", IEEE Power & Energy Magazine, vol. 3, no. 3, pp. 39-45, May-June 2005.
[2] British Standards Institution, PAS 55: Asset Management. Part 1: Specification for the Optimized Management of Physical Infrastructure Asset, 2004.
[3] L.C. Leung, S. K. Khator, "Transformer Procurement and Relocation at a Large Electric Utility: A Mixed 0-1 Linear Programming Model", IEEE Trans on Power Systems, Vol. 10, No. 2, May 1995.
[4] J. Ostergaard, A.N. Jensen, "Can We Delay the Replacement of this Component? - An Asset Management Approach to the Question", 16th International Conference and Exhibition on Electricity Distribution (CIRED2001), Amsterdam, 18-21 June, 2001.
[5] H. Picard, J. Verstraten, M. Hakkens, R. Vervaet, "Decision Model for End of Life Management of Switchgears", 4th European Conference on Electrical and Instrumentation Applications in the Petroleum and Chemical Industry, Paris, France, 13-15 June, 2007.
[6] G. Schreiber, H. Akkermans, A. Anjewierden, R.de Hoog, N. Shadbolt, W. van de Velde, B. Wielinga, "Knowledge Engineering and Management: The CommonKADS Methodology", The MIT Press, 2000.
[7] N. Shadbolt, N. Milton, "From Knowledge Engineering to Knowledge Management", British Journal of Management, vol. 10, pp. 309-322, 1999.
[8] J. Angele and D. Fensel and D. Landes and R. Studer, Developing Knowledge based systems with MIKE, Journal of Automated Software Engineering, 1998.
[9] MOKA Home Page, Available at URL: http://web1- eng.coventry.ac.uk/moka/: Last Accessed April 2010.
[10] G.Booch, J.E. Rumbaugh and I.Jacobson, The Unified Modelling Language User Guide, Addison-Wesley, Reading, MA, 1999.
[11] M.S. Abdullah, A. Evans, I. Benest, R. Paige, C. Kimble, " Modelling Knowledge Based Systems Using the eXecutable Modelling Framework (XMF) ", IEEE, Conference on Cybernetics and Intelligent Systems, Singapore, 2004.
[12] M.S. Abdullah, I. Benest, A. Evans, C. Kimble, " Knowledge Modelling Techniques for Developing Knowledge Management Systems ", 3rd European Conference on Knowledge Management, Ireland, September, 2002.
[13] G. Balzer , W. Degen , K. Laskowski , M. Halfmann, T. Hartkopf , C. Neumann, "Strategies for Optimizing the Use of Substation Assets", On behalf of CIGRE Work Group B3-1: Substations, (CIGRE Paris 2004).
[14] S.S. Bhandari, T. Chandarasupsang, "Alternative Life Cycle Assessment of Power Transformer", 3rd International Conference on SKIMA-09, Fes, Morocco, 21-23 October, 2009.
[15] K. Khankasikam, " Knowledge Capture for Thai Word Segmentation by Using CoommonKADS", 2nd International Conference on Computer and Automation Engineering, Singapore, January 2010.
[16] Microsoft Office Share Point Server, Available at URL: http://office.microsoft.com/en-us/sharepointserver/: Last Accessed April 2010.