Abstract
General Electric created a case-based reasoning system to diagnose unexpected shutdowns of turbines. This system is currently in use at a remote monitoring facility which monitors over 1500 turbines. There are multiple root causes for turbine shutdowns. The system has a reasoner for five of the most common root causes. These reasoners use either rule-based or case-based reasoning to produce a confidence value which specifies the likelihood that the root cause for that reasoner was responsible for the shutdown. Another case-based reasoner combines these individual confidences to determine the most likely root cause and its confidence.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Aamodt, A.: Case-Based Reasoning: Foundational Issues, Methodological Variations, and System Approaches. AICOMÂ 7(1) (March 1994)
Varma, A., Roddy, N.: ICARUS: A Case-Based System for Locomotive Diagnostics. Engineering Applications of Artificial Intelligence Journal (1999)
Cuddihy, P., Cheetham, W.: ELSI: A Medical Equipment Diagnostic System. In: Althoff, K.-D., Bergmann, R., Branting, L.K. (eds.) ICCBR 1999. LNCS (LNAI), vol. 1650, pp. 415–425. Springer, Heidelberg (1999)
Wen, Z., Crossman, J., Cardillo, J., Murphey, Y.L.: Case Base Reasoning in Vehicle Fault diagnostics. In: Proceedings of the International Joint Conference on Neural Networks, pp. 2679–2684 (2003)
Bach, K., Althoff, K.-D., Newo, R., Stahl, A.: A Case-Based Reasoning Approach for Providing Machine Diagnosis from Service Reports. In: Ram, A., Wiratunga, N. (eds.) ICCBR 2011. LNCS, vol. 6880, pp. 363–377. Springer, Heidelberg (2011)
Heider, R.: Troubleshooting CFM 56-3 Engines for Boeing 737 Using CBR and Data-Mining. In: Smith, I., Faltings, B.V. (eds.) EWCBR 1996. LNCS, vol. 1168, pp. 513–518. Springer, Heidelberg (1996)
Cheetham, W., Price, J.: Measures of Solution Accuracy in Case-Based Reasoning Systems. In: Funk, P., González Calero, P.A. (eds.) ECCBR 2004. LNCS (LNAI), vol. 3155, pp. 106–118. Springer, Heidelberg (2004)
Devaney, M., Cheetham, W.: Case-Based Reasoning for Gas Turbine Diagnostics. In: The Eighteenth International FLAIRS Conference, Clearwater Beach, Florida (2005)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Yousuf, A., Cheetham, W. (2012). Case-Based Reasoning for Turbine Trip Diagnostics. In: Agudo, B.D., Watson, I. (eds) Case-Based Reasoning Research and Development. ICCBR 2012. Lecture Notes in Computer Science(), vol 7466. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-32986-9_34
Download citation
DOI: https://doi.org/10.1007/978-3-642-32986-9_34
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-32985-2
Online ISBN: 978-3-642-32986-9
eBook Packages: Computer ScienceComputer Science (R0)