Health Monitoring of an Auxiliary Power Unit Using a Classification Tree

##plugins.themes.bootstrap3.article.main##

##plugins.themes.bootstrap3.article.sidebar##

Published Sep 25, 2011
Wlamir O. L. Vianna João P. P. Gomes Roberto K. H. Galvão Takashi Yoneyama Jackson P. Matsuura

Abstract

The objective of this work is to present a method to monitor the health of Auxiliary Power Units (APU) using a Dynamic Computational Model, Gas Path Analysis and Classification and Regression Trees (CART). The main data used to train the CART consists of measurements of the exhaust gas temperature, the bleed pressure and the fuel flow. The proposed method was tested using actual APU data collected from a prototype aircraft. The method succeeded in classifying several relevant fault conditions. The few misclassification errors were found to be due to the insufficiency of the information content of the measurement data.

How to Cite

O. L. Vianna, . W. ., P. P. Gomes, J. ., K. H. Galvão, R. ., Yoneyama, T. ., & P. Matsuura, J. (2011). Health Monitoring of an Auxiliary Power Unit Using a Classification Tree. Annual Conference of the PHM Society, 3(1). https://doi.org/10.36001/phmconf.2011.v3i1.2068
Abstract 843 | PDF Downloads 547

##plugins.themes.bootstrap3.article.details##

Keywords

fault isolation, APU, Classification and Regression Trees

References
Chen, W. (1991). Nonlinear Analysis of Electronic Prognostics. Ph. D. Thesis. The Technical University of Napoli.

Jones S. M. (2007). An Introduction to Thermodynamic Performance Analysis of Aircraft Gas Turbine Engine Cycles Using the Numerical Propulsion System Simulation Code. NASA Glenn Research Center, Cleveland, Ohio NASA/TM—2007-214690.

Li Y. G. (2003) A gas Turbine Approach with Transient Measurements in Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy, Volume 217, Number 2, pp. 169-177

Sabyasachi B., Farner S., Schimert J. and Wineland (2008) A Data Driven Method for Predicting Engine Wear from Exhaust Gas Temperature in Proceedings of International Conference on Prognostics and Health Management .

SAE. (2006). E-32 AIR5317 - A guide to APU Health Management

Saravanamuttoo H.I.H. and Maclsaac B.D. (1982). Thermodynamic Models for Pipeline Gas Turbine Diagnostics, Journal of Engineering for Power, Vol. 105, pp.875-884, October 1982

Timofeev R. (2004), Classification and Regression Trees (CART) Theory and Applications, Master Thesis - CASE - Center of Applied Statistics and Economics Humboldt University, Berlin.

Urban L. A.(1967). Gas Turbine Engine Parameter Interrelationship, HSD UTC, Windsor Locks, Ct., 1st edition.

Vieira, F. M. and Bizarria C. O. (2009).Health Monitoring using Support Vector Classification on an Auxiliary Power Unit, in Proceedings of IEEE Aerospace Conference, Big Sky, MO.
Section
Technical Research Papers

Most read articles by the same author(s)

1 2 > >>