To meet the increasingly stringent emissions standards, diesel engines need to include more active technologies with their associated control systems. Hardware-in-the-loop (HiL) approaches are becoming popular where the engine system is represented as a real-time capable model to allow development of the controller hardware and software without the need for the real engine system. This paper focusses on the engine model required in such approaches. A number of semi-physical, zero-dimensional combustion modeling techniques are enhanced and combined into a complete model, these include—ignition delay, premixed and diffusion combustion and wall impingement. In addition, a fuel injection model was used to provide fuel injection rate from solenoid energizing signals. The model was parameterized using a small set of experimental data from an engine dynamometer test facility and validated against a complete data set covering the full engine speed and torque range. The model was shown to characterize the rate of heat release (RoHR) well over the engine speed and load range. Critically, the wall impingement model improved R2 value for maximum RoHR from 0.89 to 0.96. This was reflected in the model's ability to match both pilot and main combustion phasing, and peak heat release rates derived from measured data. The model predicted indicated mean effective pressure and maximum pressure with R2 values of 0.99 across the engine map. The worst prediction was for the angle of maximum pressure which had an R2 of 0.74. The results demonstrate the predictive ability of the model, with only a small set of empirical data for training—this is a key advantage over conventional methods. The fuel injection model yielded good results for predicted injection quantity (R2 = 0.99) and enabled the use of the RoHR model without the need for measured rate of injection.

References

1.
Hawley
,
J. G.
,
Wallace
,
F. J.
, and
Khalil-Arya
,
S.
,
2003
, “
A Fully Analytical Treatment of Heat Release in Diesel Engines
,”
Proc. Inst. Mech. Eng., Part D
,
217
(
D8
), pp.
701
717
.
2.
Benajes
,
J.
,
Lujam
,
J. M.
,
Bermudez
,
V.
, and
Serrano
,
J. R.
,
2002
, “
Modelling of Turbocharged Diesel Engines in Transient Operation. Part 1: Insight Into the Relevant Physical Phenomena
,”
Proc. Inst. Mech. Eng., Part D
,
216
(
5
), pp.
431
441
.
3.
Rakopoulos
,
C.
, and
Giakoumis
,
E.
,
2006
, “
Review of Thermodynamic Diesel Engine Simulations Under Transient Operating Conditions
,”
SAE
Paper No. 2006-01-0884.
4.
Pacitti
,
G.
,
Amphlett
,
S.
,
Miller
,
P.
,
Norris
,
R.
, and
Truscott
,
A.
,
2008
, “
Real-Time, Crank-Resolved Engine Simulation for Testing New Engine Management Systems
,”
SAE
Paper No. 2008-01-1006.
5.
He
,
Y.
, and
Rutland
,
C.
,
2000
, “
Application of Artificial Neural Networks for Integration of Advanced Engine Simulation Methods
,”
ASME ICE Division Fall 2000 Technical Meeting
, ASME, Peoria, IL, Sept. 23–26, pp. 53–64.
6.
Longwic
,
R. C.
,
2008
, “
Modelling the Combustion Process in the Diesel Engine With the Use of Neural Networks
,”
SAE
Paper No. 2008-01-2446.
7.
Papadimitriou
,
I.
,
Silvestri
,
J.
,
Warner
,
M.
, and
Despujois
,
B.
,
2008
, “
Development of Real-Time Capable Engine Plant Models for Use in HIL Systems
,”
SAE
Paper No. 2008-01-0990.
8.
Galindo
,
J.
,
Lujan
,
J. M.
,
Serrano
,
J. R.
, and
Hernandez
,
L.
,
2005
, “
Combustion Simulation of Turbocharger HSDI Diesel Engines During Transient Operation Using Neural Networks
,”
Appl. Therm. Eng.
,
25
(
5–6
), pp.
877
898
.
9.
Wiebe
,
I.
,
1956
,
Habempirische Formel fur die Verbrennungsgeschrwindigkeit
,
Verlag der Akademie der Wissenschaften der VdSSR
,
Moscow, Russia
.
10.
Watson
,
N.
,
Pilley
,
A.
, and
Marzouk
,
M.
,
1980
, “
A Combustion Correlation for Diesel Engine Simulation
,”
SAE
Paper No. 800029.
11.
Miyamoto
,
N.
,
Chikahisa
,
T.
,
Murayama
,
T.
, and
Sawyer
,
R.
,
1985
, “
Description and Analysis of Diesel Engine Rate of Combustion and Performance Using Wiebe's Functions
,”
SAE
Paper No. 850107.
12.
Friedrich
,
I.
,
Pucher
,
H.
, and
Offer
,
T.
,
2006
, “
Automatic Model Calibration for Engine-Process Simulation With Heat-Release Prediction
,”
SAE
Paper No. 2006-01-0655.
13.
Pirker
,
G.
,
Chmela
,
F.
, and
Wimmer
,
A.
,
2006
, “
ROHR Simulation for DI Diesel Engines Based on Sequential Combustion Mechanisms
,”
SAE
Paper No. 2006-01-0654.
14.
Arrègle
,
J.
,
Lopez
,
J. J.
,
Garcia
,
J. M.
, and
Fenollosa
,
C.
,
2003
, “
Development of a Zero-Dimensional Diesel Combustion Model: Part 2: Analysis of the Transient Initial and Final Diffusion Combustion Phases
,”
Appl. Therm. Eng.
,
23
(
11
), pp.
1319
1331
.
15.
Arrègle
,
J.
,
Lopez
,
J. J.
,
Garcia
,
J. M.
, and
Fenollosa
,
C.
,
2003
, “
Development of a Zero-Dimensional Diesel Combustion Model. Part 1: Analysis of the Quasi-Steady Diffusion Combustion Phase
,”
Appl. Therm. Eng.
,
23
(
11
), pp.
1301
1317
.
16.
Payri
,
F.
,
Benajes
,
J.
,
Gallindo
,
J.
, and
Serrano
,
J. R.
,
2002
, “
Modelling of Turbocharged Diesel Engines in Transient Operation. Part 2: Wave Action Models for Calculating the Transient Operation in a High Speed Direct Injection Engine
,”
Proc. Inst. Mech. Eng., Part D
,
216
(
D6
), pp.
479
493
.
17.
Chmela
,
F.
, and
Orthaber
,
G.
,
1999
, “
Rate of Heat Release Prediction for Direct Injection Diesel Engines Based on Purely Mixing Controlled Combustion
,”
SAE
Paper No. 1999-01-0186.
18.
Lakshminarayanan
,
P. A.
,
Aghav
,
Y. V.
,
Dani
,
A. D.
, and
Mehta
,
P. S.
,
2002
, “
Accurate Prediction of the Rate of Heat Release in a Modern Direct Injection Diesel Engine
,”
Proc. Inst. Mech. Eng., Part D
,
216
(
D8
), pp.
663
675
.
19.
Wallace
,
F. J.
, and
Hawley
,
J. G.
,
2005
, “
Analysis of the Effect of Variations in Fuel Line Pressure in High-Speed Direct Injection Diesel Engines, With High-Pressure Common Rail Fuel Injection Systems on Heat Release, Cylinder Pressure, Performance, and NOx Emissions
,”
Proc. Inst. Mech. Eng., Part D
,
219
(
D3
), pp.
413
422
.
20.
Magnussen
,
B. F.
, and
Hjertager
,
B. H.
,
1977
, “
On Mathematical Modeling of Turbulent Combustion With Special Emphasis on Soot Formation and Combustion
,”
Symp. Combust.
,
16
(
1
), pp.
719
729
.
21.
Dec
,
J.
,
1997
, “
A Conceptual Model of DI Diesel Combustion Based on Laser-Sheet Imaging
,”
SAE
Paper No. 970873.
22.
Chmela
,
F.
,
Engelmayer
,
M.
,
Priker
,
G.
, and
Wimmer
,
A.
,
2004
, “
Prediction of Turbulence Controlled Combustion in Diesel Engines
,”
Conference on Thermo- and Fluid Dynamic Processes in Diesel Engines (THIESEL 2004), Valencia, Spain, Sept. 7–10
, pp. 275–288.
23.
Stone
,
R.
,
2012
,
Introduction to Internal Combustion Engines
, 4th ed.,
Macmillan Press
,
Basingstoke, UK
, pp.
328
331
.
24.
Assanis
,
D. N.
,
Filipi
,
Z. S.
,
Fiveland
,
S. B.
, and
Syrimis
,
M.
,
2003
, “
A Predictive Ignition Delay Correlation Under Steady-State and Transient Operation of a Direct Injection Diesel Engine
,”
ASME J. Eng. Gas Turbines Power
,
125
(
2
), pp.
450
457
.
25.
Wurzenberger
,
J. C.
,
Bartsch
,
P.
, and
Katrasnik
,
T.
,
2010
, “
Crank Angle Resolved Real-Time Engine Simulation—Integrated Simulation Toolchain From Office to Testbed
,”
SAE
Paper No. 2010-01-0784.
26.
Chmela
,
F. G.
,
Pirker
,
G. H.
, and
Wimmer
,
A.
,
2006
, “
Zero-Dimensional ROHR Simulation for DI Diesel Engines—A Generic Approach
,”
19th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems
(
ECOS 2006
), Aghia Pelagia, Greece, July 12–14, pp. 2942–2950.
27.
Rether
,
D.
,
Grill
,
M.
,
Schmid
,
A.
, and
Bargende
,
M.
,
2010
, “
Quasi-Dimensional Modeling of CI-Combustion With Multiple Pilot- and Post Injections
,”
SAE
Paper No. 2010-01-0150.
28.
Barba
,
C.
,
Burktardt
,
C.
,
Boulouchos
,
K.
, and
Bargende
,
M.
,
2000
, “
A Phenomenological Combustion Model for Heat Release Rate Prediction in High-Speed DI Diesel Engines With Common-Rail Injection
,”
SAE
Paper No. 2000-01-2933.
29.
Guerrassi
,
N.
, and
Dupraz
,
P.
, “
A Common Rail Injection System for High-Speed, Direct-Injection Diesel Engines
,”
SAE
Paper No. 980803.
30.
Desantes
,
J. M.
,
Payri
,
R.
,
Salvador
,
F. J.
, and
Gimeno
,
J.
,
2003
, “
Measurements of Spray Momentum for the Study of Cavitation in Diesel Injection Nozzles
,”
SAE
Paper No. 2003-01-0703.
31.
Van Alstine
,
D. G.
,
Kocher
,
L. E.
,
Koeberlein
,
E.
, and
Shaver
,
G.
,
2013
, “
Control-Oriented Premixed Charge Compression Ignition Combustion Timing Model for a Diesel Engine Utilizing Flexible Intake Valve Modulation
,”
Int. J. Engine Res.
,
14
(
3
), pp.
211
230
.
32.
Dowell
,
P. D.
,
2012
, “
Real Time Heat Release Model of a HSDI Diesel Engine
,” Ph.D. thesis, Department of Mechanical Engineering, University of Bath, Bath, UK.
33.
Finol
,
C. F.
,
2008
, “
Heat Transfer Investigations in a Modern Diesel Engine
,”
Ph.D. thesis
, Department of Mechanical Engineering, University of Bath, Bath, UK.
34.
Lapuerta
,
M.
,
Armas
,
O.
, and
Hernandez
,
J. J.
,
1999
, “
Diagnostics of DI Diesel Combustion From In-Cylinder Pressure Signal by Estimation of Mean Thermodynamic Properties of the Gas
,”
Appl. Therm. Eng.
,
19
(
5
), pp.
513
529
.
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