The indicated mean effective pressure (IMEP) is typically used as an engine running quality metric. IMEP depends on cylinder pressure, which is costly to measure, therefore it is useful to estimate IMEP from currently measured crankshaft encoder data. In this paper, the difficulties in developing an optimal linear estimator from acceleration computed from crankshaft rotational speed and cylinder pressure data are discussed, and strategies are presented to reduce these difficulties. Estimating IMEP from crankshaft data requires the determination of which data to use in the estimator. Without this step, the estimator can become unnecessarily complex due the inclusion of strongly correlated data points in the estimator. A strategy to determine the angular location of the acceleration points to use is presented and is shown to greatly reduce the estimator complexity without significantly affecting estimation error. Additionally, while increasing the estimator order usually decreases the estimation error, it will be shown that increasing the estimator order can actually increase the estimation error. This effect is due to uncertainties in the gains of the estimator. These uncertainties in the gains can result from using limited training data to estimate the statistics necessary to compute the gains or when dealing with a nonstationary system. A method of reducing the effect of these uncertainties by optimizing the estimator order based on the number of available training data cycles is developed and demonstrated.

1.
Azzoni
P.
,
Serra
G.
,
Floria
R.
,
Minelli
G.
, and
Moro
D.
, 1999, “
Indicated and Load Torque Estimation Using Crankshaft Angular Velocity Measurement
,” SAE Technical Paper No. 1999-01-0543.
2.
Guezennec
,
Y.
, and
Gyan
,
P.
, 1999, “
A Novel Approach to Real-Time Estimation of the Individual Cylinder Combustion Pressure for S.I. Engine Control
,” SAE Paper No. 1999-01-0209.
3.
Hamedovic
,
H.
,
Raichle
,
F.
,
Breuninger
,
J.
,
Fischer
,
W.
,
Dieterle
,
W.
,
Klenk
,
M.
, and
Bohme
,
J.
, 2005, “
IMEP-Estimation and In-Cylinder Pressure Reconstruction for Multicylinder SI Engine by Combined Processing of Engine Speed and One Cylinder Pressure
,” SAE Paper No. 2005-01-0053.
4.
Kay
,
I. W.
, and
Lehrach
,
R. P. C.
, 1984, “
Torque Sensor for Controlled Alternative-Fuel Combustion in Diesel Engines
,” SAE Paper No. 841007.
5.
Ponti
,
F.
,
Serra
,
G.
, and
Lupo
,
S.
, 2008, “
Powertrain Torsional Model Development for On-Boat Indicated Torque Estimation
,” SAE Paper No. 2008-01-1017.
6.
Arbuckle
,
J. S.
, 2006, “
Indicated Mean Effective Pressure Estimation With Applications to Adaptive Calibration
,” Ph.D. thesis, Michigan Technological University, Houghton, MI.
7.
Gyan
,
P.
,
Ginoux
,
S.
,
Champoussin
,
J. C.
, and
Guezennec
,
Y.
2000, “
Crankangle Based Torque Estimation: Mechanistic/Stochastic
,” SAE Paper No. 2000-01-0559.
8.
Lee
,
B.
,
Rizzoni
,
G.
,
Guenzennec
,
Y.
, and
Soliman
,
A.
, 2001, “
Engine Control Using Torque Estimation
,” SAE Paper No. 2001-01-0995.
9.
Di Martino
,
U.
,
Formisano
,
G.
, and
Lucignano
,
G.
, 2003, “
Combustion Stability at Idle: A Non-Indicated Methodology for Analysis
,” SAE Paper No. 2003-01-0640.
10.
Therrien
,
C. W.
, 1992,
Discrete Random Signals and Statistical Signal Processing
, 2nd ed.,
Prentice-Hall
,
Hemel Hempstead.
.
11.
Belmont
,
M. R.
,
Hancock
,
M. S.
, and
Buckingham
,
D. J.
, 1986, “
Statistical Aspects of Cyclic Variability
,” SAE Technical Paper No. 860324.
12.
Brunt
,
M. F. J.
, and
Lucas
,
G. G.
, 1991, “
The Effect of Crank Angle Resolution on Cylinder Pressure Analysis
,” SAE Technical Paper No. 910041.
13.
Burl
,
J. B.
, 1999,
Linear Optimal Control
,
Addison Wesley
,
Menlo Park, CA
.
14.
Balakrishnan
,
A. V.
, 1984,
Kalman Filtering Theory
,
Optimization Software Inc.
,
Los Angeles, CA
.
15.
Mal’cev
,
A. I.
,
Foundations of Linear Algebra
, 2nd ed.,
W. H. Freeman and Company
,
San Francisco, CA
.
16.
Miller
,
S. L.
, and
Childers
,
D. G.
, 2004,
Probability and Random Processes With Applications to Signal Processing and Communications
,
Elsevier Academic
,
New York, NY
.
17.
Taylor
,
C. F.
, 1971,
The Internal Combustion Engine in Theory and Practice
, 2nd ed.,
MIT
,
Cambridge, MA
, Vol.
1
.
18.
Robert Bosch GmbH
, 1996,
Automotive Handbook
, 4th ed.,
Robert Bosch GmbH
,
Stuttgart, Germany
.
19.
Heywood
,
J. B.
, 1988, (
Internal Combustion Engine Fundamentals
),
McGraw-Hill
,
New York
.
20.
Taylor
,
C. F.
, 1968,
The Internal Combustion Engine in Theory and Practice
,
MIT
,
Cambridge, MA
, Vol.
2
.
21.
Strang
,
G.
, 1988,
Linear Algebra and Its Applications
, 3rd ed.,
Harcourt Brace Jovanovich
,
Fort Worth, TX
.
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