An Approach to Detect and Mitigate Ice Particle Accretion in Aircraft Engine Compression Systems

Abstract The accretion of ice in the compression system of commercial gas turbine engines operating in high ice water content conditions is a safety issue being studied by the aviation sector. While most of the research focuses on the underlying physics of ice accretion and the meteorological conditions in which accretion can occur, a systems-level perspective on the topic lends itself to potential near-term operational improvements. This work focuses on developing an accurate and reliable algorithm for detecting the accretion of ice in the low pressure compressor of a generic 40,000 lbf thrust class engine. The algorithm uses only the two shaft speed sensors and works regardless of engine age, operating condition, and power level. In a 10,000-case Monte Carlo simulation, the detection approach was found to have excellent capability at determining ice accretion from sensor noise with detection occurring when ice blocks an average of 6.8 percent of the low pressure compressor area. Finally, an initial study highlights a potential mitigation strategy that uses the existing engine actuators to raise the temperature in the low pressure compressor in an effort to reduce the rate at which ice accretes.

[1]  Ryan D. May,et al.  Engine Icing Modeling and Simulation (Part 2): Performance Simulation of Engine Rollback Phenomena , 2011 .

[2]  Donald L. Simon,et al.  A Data Filter for Identifying Steady-State Operating Points in Engine Flight Data for Condition Monitoring Applications , 2011 .

[3]  Thomas M. Lavelle,et al.  A High-Fidelity Simulation of a Generic Commercial Aircraft Engine and Controller , 2010 .

[4]  Brook Park Modeling and Detection of Ice Particle Accretion in Aircraft Engine Compression Systems , 2012 .

[5]  S. Kay Fundamentals of statistical signal processing: estimation theory , 1993 .

[6]  Tom Fawcett,et al.  An introduction to ROC analysis , 2006, Pattern Recognit. Lett..

[7]  Steven Kay,et al.  Fundamentals Of Statistical Signal Processing , 2001 .

[8]  G. P. Sallee Performance deterioration based on existing (historical) data; JT9D jet engine diagnostics program , 1978 .

[9]  Ryan D. May,et al.  Control Design for a Generic Commercial Aircraft Engine , 2010 .

[10]  Donald L. Simon,et al.  Implementation of an Integrated On-Board Aircraft Engine Diagnostic Architecture , 2011 .

[11]  J. Macleod,et al.  Particle Size Effects on Ice Crystal Accretion , 2012 .

[12]  Ryan D. May,et al.  Engine Icing Modeling and Simulation (Part I): Ice Crystal Accretion on Compression System Components and Modeling its Effects on Engine Performance , 2011 .

[13]  Mario Vargas,et al.  Fundamental Ice Crystal Accretion Physics Studies , 2011 .