An evaluation of detection metrics for an integrated catalyst controller and diagnostic monitor
Advances in Automotive Control, Volume # 5 | Part# 1
Authors
Muske, Kenneth R.; Jones, James C. Peyton; Makki, Imad H.; Uhrich, Michael J.; Howse, James W.
Identifier
10.3182/20070820-3-US-2918.00027
Index Terms
automotive catalyst monitoring,automotive catalyst on-board diagnostic
Abstract
An integrated, model-based methodology for three-way automotive catalyst control and diagnostic monitoring utilizing a limited integrator model with an adaptive integral gain is outlined in this work. This adaptive gain, which is a measure of the catalyst oxygen storage capacity, is used both by the controller to provide information on the dynamic catalyst behavior and by the diagnostic monitor to provide information on long-term catalyst deactivation and short-term emission control device failure. Nonparametric test statistics using various metrics computed from a moving window sample of the adaptive gain are compared to determine their ability to detect changes in catalyst system performance with a number of differently aged catalysts. These diagnostic monitoring metrics have been applied to 4.6 liter ULEV II gasoline engine data tested over an EPA Federal Test Procedure drive cycle.
References
[1] T. Auckenthaler. Modeling and Control of Three-way
Catalyst. PhD thesis, ETH, No. 16018,
2005.
[2] M. Balenovic, T. Backx, and T. de Bie. Development
of a model-based controller for a three-way
catalytic converter. SAE Paper 2002-01-
0475, SAE World Congress, 2002.
[3] M. Balenovic, J. Edwards, and T. Backx. Vehicle
application of model-based catalyst control. In
Proceedings of the Fourth IFAC Symposium on
Advances in Automotive Control, pages 351-
356, 2004.
[4] M. Basseville and I. Nikiforov. Detection
of Abrupt Changes: Theory and Application.
Prentice-Hall, Englewood Cliffs, NJ, 1993.
[5] J. Bradley. Distribution-Free Statistical Tests.
Prentice-Hall, New York, 1978.
[6] W. Conover. Practical Nonparametric Statistics.
Wiley, New York, 2nd edition, 1980.
[7] G. Fiengo, J. Cook, and J. Grizzle. Fore-Aft
oxygen storage control. In Proceedings of
the 2002 American Control Conference, pages
1401-1406, 2002.
[8] G. Ingram and G. Surnilla. On-line oxygen storage
capacity estimation of a catalyst. SAE Paper
2003-01-1000, SAE World Congress, 2003.
[9] K. Muske and J. Peyton Jones. Multi-objective
model-based control for an automotive catalyst.
J. Process Control, 16:27-35, 2006.
[10] J. Peyton Jones and R. Jackson. Potential and
pitfalls in the use of dual EGO sensors for 3-
way catalyst monitoring and control. Proc. Inst.
Mech. Engin. Part D: J. Auto. Engin., 217:475-
488, 2003.
[11] J. Peyton Jones, I. Makki, and K. Muske. Catalyst
diagnostics using adaptive control system parameters.
SAE Paper 2006-01-1070, SAE World
Congress, 2006.
[12] J. Peyton Jones and K. Muske. Model-based OBD
for three-way catalyst systems. SAE Paper
2004-01-0639, SAE World Congress, 2004.
[13] E. Shafai, C. Roduner, and H. Geering. Indirect
adaptive control of a three-way catalyst. SAE
Paper 961038, SAE World Congress, 1996.
