Trends in Mechanical Engineering and Technology
ISSN: 2231-1793
www.stmjournals.com
CI Engine Modeling Techniques
Sowmya Thyagarajan*
Amity Institute of Space Science and Technology, Noida, India
Abstract
The internal combustion engine is a heat engine that converts chemical energy in a fuel
into mechanical energy, usually made available on a rotating output shaft. Internal
combustion engines can be classified in many ways primarily by the type of ignition
system they use, spark ignition (SI) and compression ignition (CI). An SI engine starts the
combustion process in each cycle by use of a spark plug. The spark plug gives a highvoltage electrical discharge between two electrodes which ignites the air-fuel mixture in
the combustion chamber surrounding the plug. The combustion process in a CI engine
starts when the air-fuel mixture self-ignites due to high temperature in the combustion
chamber caused by high compression. The turbocharged compression ignition (diesel)
engine is nowadays the most preferred prime mover in medium-large applications like
automobiles, trucks, locomotives, marine vessels, or airplanes. Moreover, it continuously
increases its share in the highly competitive automotive market, owing to its reliability
that is combined with excellent fuel efficiency. The major goal of this paper is to provide
a comprehensive reference source for the researchers in understanding the CI engine,
and describes the different types of engine models available.
Keywords: internal combustion engine, spark ignition, compression ignition,
turbocharger
*Author for Correspondence E-mail: sowmicatty@gmail.com
INTRODUCTION
Today’s engines are designed to meet the
demands of the automobile-buying public and
many government-mandated emissions and
fuel economy regulations. The internal
combustion engine used in automotive
applications utilizes several laws of physics
and chemistry to operate. Although engine
sizes, designs, and construction vary greatly,
they all operate on the same basic principles.
One of the many laws of physics utilized
within
the
automotive
engine
is
thermodynamics. The driving force of the
engine is the expansion of gases. The internal
combustion engine (ICE) is an engine in which
the combustion of a fuel (normally a fossil
fuel) occurs with an oxidizer (usually air) in a
combustion chamber that is an integral part of
the working fluid flow circuit. In an ICE, the
expansion of the high-temperature and highpressure gases produced by combustion apply
direct force to some components of the engine.
The force is applied typically to pistons,
turbine blades, or a nozzle. This force moves
the components over a distance, transforming
chemical energy into useful mechanical
energy. The term ICE usually refers to an
engine in which combustion is intermittent,
such as the more familiar four-stroke and twostroke piston engines. A second class of ICEs
use continuous combustion – gas turbines, jet
engines and most rocket engines, each of
which is an ICE on the same principle as
previously described. Basically, this paper
deals with compression-ignition (CI) engines,
their characteristics and modeling. For heavyduty applications, i.e., road-going transport
vehicles, the diesel engine is today the only
realistic option due to its high efficiency as
compared to other alternatives. The purpose of
turbocharging has in the past been to increase
the power-to-weight ratio of the engine. By
increasing the amount of air available for the
combustion process, more fuel can be burned
effectively. Various techniques have been
carried out to model the CI engines, where
turbocharger modeling has been of special
importance. The sections in this paper have
been divided depending on the various primary
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CI Engine Modeling Techniques
Thyagarajan Sowmya
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engine elements for which different modeling
techniques have been carried out by various
researchers. Section 1 gives an overall view of
diesel engines and a brief description of their
characteristics. Section 2 describes various
modeling techniques carried out on torque
generation of the engine. Section 3 describes
various models that are used in manifold
modeling. Section 4 describes the methods that
are carried out in turbocharger modeling. This
review does not contemplate to go into details
of particular models or describe results of
comparative experiments; rather a summary of
more approaches and interesting parts is
presented in this paper.
SECTION 1
Internal Combustion Engine
Ignition
Spark Ignition (SI): High-voltage electrical
discharge between two electrodes ignites airfuel mixture in a combustion chamber
surrounding a spark plug. In SI engines [1], the
burning of fuel occurs by a spark generated by
the spark plug located in the cylinder head of
the engine. Due to this fact, they are called
spark ignition engines.
Compression Ignition (CI): Air-fuel mixture
self-ignites due to high temperature in
combustion chamber caused by the highcompression diesel engine
Strokes
Four-Stroke [2]: Four piston movements over
two engine revolutions for each engine cycle.
Two-stroke: Two piston movements over one
revolution for each engine cycle.
A four-stroke engine (also known as fourcycle) is an ICE, in which the piston completes
four separate strokes. These are
Intake stroke
Compression Stroke
Power Stroke
Exhaust Stroke
Basic CI Engine Components [3]
Basic components of a CI engine are block,
bearing, camshaft, carburetor, catalytic
converter, combustion chamber, connecting
rod, crankcase, crankshaft, exhaust manifold,
fan, flywheel, fuel injector, fuel pump, head,
head gasket, intake manifold, oil pan, oil
pump, oil sump, piston rings, push rods,
radiator, rod bearing, speed control-cruise
control,
starter,
supercharger
throttle,
turbocharger, water jacket, water pump.
Compression Ignition (Diesel) Engine
Diesel and gasoline engines have many similar
components. However, the diesel engine does
not use an ignition system consisting of spark
plugs and coils. Instead of using a spark
delivered by the ignition system, the diesel
engine uses the heat produced by compressing
air in the combustion chamber to ignite the
fuel. Fuel injectors are used to supply fuel
directly into the combustion chamber. The fuel
is sprayed, under pressure, from the injector
[4] as the piston completes its compression
stroke. The temperature increase generated by
compressing the air (approximately 1000 °F) is
sufficient to ignite the fuel as it is injected into
the cylinder. This begins the power stroke.
Since starting the diesel engine is dependent
on heating the intake air to a high enough level
to ignite the fuel, a method of preheating the
intake air is required to start a cold engine.
Some manufacturers use glow plugs to
accomplish this. Another method includes
using a heater grid in the air intake system.
Diesel engines can be either four-stroke or
two-stroke designs though, like gas engines,
production automotive applications currently
use four-stroke engines. Two-stroke engines
complete all cycles in two strokes of the
piston, much like a gasoline two-stroke engine
Turbocharged Diesel Engine
Diesel engines, also known as CI engines,
have been turbocharged for many decades. It is
the operating principle of the CI engine that
enables them to be turbocharged without some
of the problems occurring when turbocharging
spark ignition (SI) engines.
The basic idea of turbocharging is to increase
the amount of air inducted into the cylinders.
The more air you induct, the more fuel you can
inject, and the more power output you get. A
turbocharged engine can then be made smaller
than a naturally aspirated engine which has the
same power output, i.e., a turbocharged engine
has a higher power-to-weight ratio. Other
advantages are that pumping losses and
friction decrease
Exhaust Gas Recirculation
The concept of exhaust gas recirculation
(EGR) has been introduced as a way to
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decrease NOx production. Since NOx is mainly
produced under high pressures and high
temperatures, it is possible to control its
formation by either reducing the compression
or the temperature in the combustion chamber.
When using EGR, it is the temperature that is
affected. EGR mixes cooled exhaust gas into
the intake air stream, helping to lower
combustion temperatures as less air and fuel
are burned in each cycle. One of the
drawbacks with EGR is that it decreases the
combustion stability. Because you do not want
to lose drivability, i.e., power output, EGR is
only active during low load conditions. The
amount of EGR diesel engines can tolerate
before misfire is up to 40%. The use of EGR
reduces the formation of NOx up to 30%.
Variable Geometry Turbocharger
A conventional turbocharger has a limited
optimal working area. At low engine speeds,
there is not enough flow through the turbine to
drive the turbocharger, and at high engine
speeds some of the flow must bypass the
turbine by a waste gate not to exceed the
maximum rotational speed of the turbine. In
order to widen the optimal working area,
especially in the lower engine speeds, variable
geometry turbocharging is applied. The basic
idea is to have variable inlet geometry to the
turbine. This is managed by a set of vanes
arranged in the path of the flow, by changing
the angle of the vanes the inlet area to the
turbine changes. During low engine speeds,
when the flow through the engine is small, one
can increase the velocity of the flow by
partially closing the vanes, thus gaining
turbine speed. With this setup, there is also no
more need for a waste gate. In some literature,
the term variable nozzle turbocharger (VNT) is
used.
Air Path System
The intake manifold is a small but important
part of this system. Engine models are often
based on the mass flow through the engine.
After entering the engine through the air filter,
the air is compressed by the turbo charger
(compressor). In the turbo charger, the
temperature of air is also increased. This is an
unwanted effect, so the air is then cooled in the
charge air cooler (intercooler). Since there is
no throttle, the flow of air then directly enters
the intake manifold where it can be mixed with
recirculated exhaust gases. Then the air is
inducted into the cylinders where combustion
takes place. On the outlet side of the cylinders,
the exhaust gases enter the exhaust manifold,
from where a portion of the gases can be
recirculated through the EGR cooler back to
the inlet manifold. The rest is led through the
turbine (VGT) that drives the compressor and
then through catalysts and the silencer.
SECTION 2
In this section, various modeling techniques
carried out on torque generation have been
described.
Method 1
In order to model the engine accurately, the
thermal efficiency of the engine should be
available. Engine torque generation depends
on some of the engine’s operational
parameters. It is shown that a diesel engine’s
thermal efficiency is mainly a function of three
major parameters. Here, least square methods
[5] have been used.
( )
The effect of injection timing ζ on torque
generation is modeled as a second-order
function
ξ = 1-k (
)
in which ξ0 (N, P1) is the maximum brake
torque (MBT) conditions in every operational
state. The result torque is calculated using
energy equations. The generated torque,
external load and internal friction torque
together accelerate or decelerate the
crankshaft.
̇
In the above formula
represents the internal
friction torque of engine’s moving parts and
also pumping losses of the engine.
√
in which “k”s are fixed coefficients that are
typical data for small diesel engines, “S” is
engine speed and e, max is the maximum
ratio of exhaust pressure to inlet pressure in
low speeds. k1 (Ten) takes into account the
temperature of engine while the other “k”
factors are constant.
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Thyagarajan Sowmya
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Method 2
Under transient operating conditions [6], has
been modeled here.
The updated values of crankshaft rotational
speed and angular acceleration during
transients are derived from the conservation of
energy principle applied on the total system
(engine-load). For quasi-linear models, this
procedure is applied once per cycle or per
firing interval using the respective mean
torque values. When a filling and emptying
modeling is involved, it can be applied at each
degree crank angle:
Te(ϕ)–Tfr(ϕ)–Ts(ϕ)–
Td(ϕ) = Ge * dω/dt + 0.5 * ∂Ge/∂ϕ * ω ^ 2
Ts(ϕ) + Td(ϕ)–Tl(ϕl) = Gl * dωl/dt Ge = Ge(φ)
and Gl are the engine and load mass
movements of inertia respectively and Te is
the engine torque including gas, inertia and
(the usually negligible) gravitational forces
contribution.
Load Torque is calculated by
Tl(ϕl) = k1 + k2 * (ωl ^ s)
In most cases, the crankshaft can be assumed
as sufficiently rigid (φ = φl) and the engine
inertia constant. Hence, the energy balance
equation reads
Te(ϕ)−Tfr(ϕ)−Tl(ϕ) = (Ge + Gl)dω/dt
Method 3
The multi-order nonlinear model of diesel
engine is formulated based on quasi-steadystate method [7], which allows simulating the
dynamics of diesel engines with a relatively
simple model.
The engine torque equation is expressed as
π/30(Ie + Il)dn/dt = Me−Ml
2
where Ie (Nms ) and Il are the equivalent
moment of inertia of engine and load
respectively, Me (Nm) and Ml are brake torque
of engine and load torque on engine
respectively. The indicated torque of engine,
Mi is given by
Mi = Hugc i/(2π) = f1(gc, i)
where H (kJ/kg) is the low calorific value of
u
fuel and gc (kg) is the amount of fuel injected
into cylinder per cycle.
i
is the engine’s
indicated efficiency and it can be simplified as
a function of engine speed ω (rad/s) and excess
air coefficient α.
According to the experimental data, it is
expressed as
2
i
2
2
= f2[(ω−ω0) + d (α−α0) ]
The engine’s mechanical efficiency
m
mainly
depends upon the engine speed, load
(indicated power Ni) and cooling water
temperature t
w
(ºC). From the regression
analysis of experimental data,
= (75.347−0.010n + 0.000477N + 0.0872t )
m
i
w
/1
SECTION 3
In this section, various techniques used in
manifold modeling are described.
Model 1
These models are so-called mean value engine
models (MVEMs). To generate the models,
filling and emptying (F&E) modeling [8] is
used. This method assumes a number of
assumptions. Intake manifold temperature is
constant. The pressure, temperature and
composition inside the manifold are assumed
to be homogeneous. Also instant and perfect
mixing of incoming flow with matter inside
the manifold is assumed. Modeling the intake
manifold in a correct way is important because
this system governs the flow into the engine’s
cylinders. This flow is crucial to engine
performance since the amount of air inducted
into the cylinders to a large extent governs the
amount of fuel that can be burned and,
therefore, the power output. The amount of air
in the intake manifold depends mainly on three
factors – the flow into the manifold (from
intercooler and EGR valve), the flow into the
cylinders, and the inlet manifold pressure. The
intake manifold can be viewed as a reservoir.
Flows from both the intercooler (WInter) and
the EGR valve (WEGR) are entering the
reservoir and the flow into the cylinders
(WInlet) is leaving the reservoir.
p & m State Model
An adiabatic assumption is made, i.e., heat
transfer in the manifold is neglected.
Two gases will be mixed inside the volume,
the fresh air from the intercooler and the
exhaust gas re-circulated (egr). Two gas
components are treated when deriving state
equations.
The two gas components separately we assume
that each of them has, in the intake manifold,
the partial pressure pi, the mass mi
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̇= ̇ + ̇
= R1cp1/V
cv1(W1,inT1,in−W1,outT) + R2cp2/V
cv2(W2,inT2,in−W2,outT)
By letting subscript 1 denote the air, and
subscript 2 denote the re-circulated exhaust
gas in the manifold and the assumption that
W1,out = (m1/m1 + m2)Wout,tot
W2,out = (m2/m1 + m2)Wout,tot
We can rewrite the pressure state equation in
the following way:
̇ Intake = 1/Vintake((Rair * cpair/cpair–Rair)
Winter
Tinter + (Rexh * cpexh/cpexh–
Rexh)Wegr
Tegr−((1−Zegr)
(Rair
cpair/(cpair–Rair))+Zegr * Rexh cpexh/cpexh–
Rexh)Winlet Tintake)
where
Zegr = (megr/mair) + megr
̇ air = WInter − (1−Zegr)WInlet
̇ egr = Wegr–Zegr * WInlet
Tinter = (pintake * Vintake/mair * Rair) + meg
r * Regr
p & T State Model
In this model, we will use pressure and
temperature in the intake manifold as states.
Heat transfer in the manifold is neglected, i.e.,
we have an adiabatic assumption. We also
assume perfect mixing of the air and egr flow
in the manifold and that air and exhaust gas
properties are equal.
̇
= WInter + Wegr–Winlet
̇ intake = (R(T ^ 2intake)/pintake * Vintake)[
Winter((γTinter/Tintake)−1) + Wegr((γTegr/Ti
nter)−1)−Winlet(γ−1)]
The inlet manifold pressure state equation can
now be deduced. To do this, we use the
differentiation of the ideal gas law applied to
the mass of gas in the intake manifold.
̇ * Iintake = R/Vintake(mintake * Tintake +
mintake * ̇ intake)
̇ intake = (γ * R * Tintake/Vintake)(Winter(Ti
nter/Tintake) + Wegr(Tegr/Tintake)−Winlet)
Model 2
A state space representation of a turbocharged
diesel engine is provided based on off-line
least square method [9]. This nonlinear mean
value model predicts engine speed as a
function mass of fuel injected per cycle,
injection timing (ξ), ambient pressure and
temperature, and external loads.
Fig. 1: Manifold Setup Inside an Engine.
In turbocharged engines, the manifolds are
intermediate
volumes
placed
between
compressor and inlet ports or turbine and
exhaust ports. The airflow of turbine and
compressor has been calculated before. The
engine airflow rate is calculated using the
volumetric efficiency as follows:
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̇
Volumetric efficiency is a function of inlet
manifold pressure and engine RPM.
=
The inlet manifold pressure plays an important
role on volumetric efficiency; there are many
models which predict the volumetric
efficiency as a function of inlet pressure.
(
)
Inlet manifold pressure is calculated as
follows:
̇ +(
̇
Using thermodynamic relations,
̇
̇ =
̇
( )
(
)
Model 3
The exhaust manifold pressure is a crucial
variable for turbocharged diesel engines,
affecting the torque production and the
emissions through variations in the EGR mass
flow and in the residual mass fraction in the
cylinder. This variable is, therefore, considered
very relevant for closed-loop EGR and
turbocharger control. This model describes the
development of an estimator [10] for the
exhaust manifold pressure in a turbocharged
diesel engine. The approach proposed relies on
a feed-forward scheme based on the inversion
of a two-stage turbocharger model, which
includes the radial turbines, nozzles and
valves. The estimator accounts for the various
operating modes of the turbocharger, namely,
the effects of the high-pressure turbine VGT
and bypass, and the low-pressure waste-gate
valve. Results of the estimator are presented in
both steady state and transient operating
conditions.
The estimation scheme for the exhaust
manifold pressure of a turbocharged engine is
based on the inversion of a grey box, quasistatic model that is generally adopted to
characterize the flow in a radial turbine.
The turbine flow is generally specified in
terms of corrected mass flow rate, which is
related to the (dimensional) mass flow rate as:
̇ corr = ̇ TB(√Tin/Pin)
where, pin and Tin are the inlet conditions.
The flow model of radial turbine generally
assumes the device as a quasi-steady nozzle;
hence, applying the equations for compressible
flow:
̇ corr = Ωeq * (Pref/√RTref) * f1(ɛ)
Ε = pin/pout is the pressure ratio across the
turbine and
γ is the specific heat ratio for air treated as
ideal gas.
̇ TB = ̇ corr * (Pout/√Tout) * ɛ ^ ((1 + m)/2
m)
̇ = ln(ɛ)/(ln(ɛ) + ln[1− lp(ɛ)(1−ɛ ^ (1−γ/γ))])
TB = Ωeq * (Pref/√RTref) * Pout/√Tout) *ɛ ^
((1 + m)/2m) * f1(ɛ)
The above expression can be used to scale the
dimensional mass flow rate into a corrected
mass flow rate, with respect to the
thermodynamic conditions downstream the
turbine:
̇ corr,down = ̇ TB * √Tout/Pout = ̇ corr * ɛ
^ ((1 + m)/2m)
Ultimately, the upstream pressure is the
output. Parameters a0, a1, a2 can be identified
[10] on engine data.
Pin = (( ̇ corr,down−a0 * a2)/a0) ^ (1/a1) * Po
ut
This equation is used as a feed-forward
estimator of the exhaust manifold pressure for
a single-stage, fixed geometry turbine.
Model 4
A multi-order nonlinear model [7] diesel
engine is formulated based on quasi-steady
state method, which allows simulating the
dynamics of diesel engines with a relatively
simple model
Exhaust gas temperature in manifold Tm is
determined by
dTm/dt = ke/Mm[Ge * Te−(Gt + (1/ke) * (dM
m/dt))Tm]
where, Ge is the gas flow rate from cylinder to
manifold, Gt is the gas flow rate of turbine and
Mm (kg) is the amount of gas in the exhaust
manifold. The gas pressure in manifold Pm is
represented by:
dPm/dt = (ke.Re/Vm)(Ge * Te–Gt * Tti)
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where, Vm is the volume of exhaust manifold
and Tti is the inlet gas temperature of the
turbine
0.325
Te = 165.415gc + 41.878n
+ 305.4.
SECTION 4
This section deals with various methods that
are used in turbocharger modeling which is
considered to be the primary component of
diesel engines these days. The typical
turbocharger in an automotive application is a
simple device, which is mechanically
separated from the reciprocating internal
combustion engine. The turbocharger consists
of a centrifugal compressor which is
mechanically connected to and driven by a
single radial turbine. The turbine extracts
energy from the otherwise wasted exhaust
gases. The role of the compressor is to
increase the air density entering the
combustion chamber, thus a higher available
mass of air is achieved for the combustion
process.
Fig. 2: Air Path inside an Engine.
Method 1
This model [11] is based on steady-flow rig
measurement of the turbine and compressor
used under the assumption that the flow within
the turbo machine is quasi-steady, i.e., behaves
at any instant in time as under steady flow
conditions.
The turbine and compressor performance
parameters needed to define steady operation
of the turbo machine are usually specified as
quasi-nondimensional parameters to take the
inlet conditions into account. For the turbine,
i.e., reduced speed (Nred), reduced mass flow
(mred) and pressure ratio (PR)
Nred = N/√To
̇ red = ( ̇ √To)/Po
PR = Po,in/Pexit
where (Po) denotes inlet pressure and (To)
inlet temperature.
The power produced/consumed by the
turbine/compressor is derived from the Euler
equation via the isentropic relation including
losses
PT = T * ̇ cp * To,in(1–(Po,out/Po,in) ^ γ–
1/γ)–Pc = 1/ c * ̇ * cp * To,in(1–
(Po,out/Po,in) ^ γ–1/γ)
The turbocharger speed is derived from the
torque imbalance associated with the
compressor and turbine power between the
turbine, compressor and frictional losses in the
shaft assembly according to
dωTC/dt = ( mechPT–PC)/I
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Fig. 3: Schematic Diagram of a Turbocharged Diesel Engine with EGR.
Method 2
In this method, a mean-value model of the
AIR path of a turbocharged diesel engine with
EGR is described. A third-order nonlinear
model can be derived using the conservation
of mass and energy, the ideal gas law for
modeling the intake and exhaust manifold
pressure dynamics, and a first order
differential equation with time constant τ for
modeling the power transfer dynamics of the
VGT. Under the assumption that the intake
and exhaust manifold temperatures, the
compressor and turbine efficiencies, the
volumetric efficiency and the time constant τ
of the turbocharger are constant, this modeling
approach results in the nonlinear model
̇
̇
̇
Wci describes the relationship between the
flow through the compressor and the
power
Wxi is the flow through the EGR Valve
=
(
√
)
√
Wie is the flow from the intake manifold into
the cylinders
Wxt is the turbine flow
(
)*
*
(
( )
)(
)
where,
pi is the intake manifold pressure
px is the exhaust manifold pressure
Pc is power transferred by the compressor
√
√
Pressure in the turbine
(
)
Wxi describes the flow through the EGR
valve. Aegr(Xegr) is the effective area of the
EGR valve.
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Multi-model Approach
A multi-model approach [12] is considered for
controlling the air path of a turbocharged
diesel engine. The multi-model controller is a
well suited control approach to regulate a
diesel engine due to the nonlinear
multivariable structure of the process and the
present constraints on inputs and states
=1+
B(
With nA < = nB,
we imply an RST algorithm
S(
And the polynoms are
A
Method 3
The variable geometry turbocharger is
modeled [13] using turbine and compressor
maps provided by the turbocharger
manufacturer to determine the flow and
efficiency of both the turbine and the
compressor. This model describes a simple,
low order model of the air-handling system for
a multi-cylinder turbocharged diesel engine
with cooled exhaust recirculation. The turbine
flow and the turbine efficiency are found with
the turbine maps given the turbine inlet
temperature, the pressure ratio across the
turbine, the turbocharger shaft speed, and the
nozzle position.
[Wturb, turb] = f(Tem, PRturb, Nturb, Xvgt)
The turbine efficiency is represented by hturb,
PRturb is the pressure ratio across the turbine,
Nturb is the turbocharger shaft speed, and
Xvgt is the turbine nozzle position.
Pt = Wturb * cp,exh * turb * Tem[1Pamb/Pe
m] ^ γexh−1/γexh
[Wcomp, comp] = f(Nturb,Tamb,PRcomp)
Pcomp = Wcomp * cp,amb * Tamb/ comp[((P
cac/Pamb) ^ γamb−1/γamb)−1]
dNturb/dt = ( mPturb−Pcomp)/(Iturb * Nturb)
Iturb is the moment of inertia of the
turbocharger, m is the mechanical efficiency
of the turbocharger and is a function of the
turbocharger shaft speed, m = m(Nturb).
Method 4
This is a new dynamic model [14] of a turbocharged diesel generator. The purpose of this
model is to study the impact of dispersed
generation on distribution systems. The model
is based on the mean torque method which
presents the advantages to be simple and
representative and to have a modular structure.
The developed model takes into account only
the mechanical dynamics of the process. It is
defined by steady-state data and geometrical
characteristics. The various polynomial
functions are obtained by curve fitting.
Compressor Model
The modeling of the compressor relies on the
basic thermodynamic laws. The compressor
torque and the outlet temperature are
expressed by
Cc = (γ/γ−1) * (R * Tat/ c * Ωct)[((Pad/Pat) ^
(γ−1/γ))−1]qmac
Tad = Tat[1 + 1/ c{(Pad/Pat) ^ γ−1/γ−1}]
Turbine Model
Ct = (γ1/γ1–
1) * (R * T3/Ωct)[1−(Pat/P3) ^ (γ1−1/γ1)]qma
t* t
The speed of the turbocharger R is determined
from Newton’s second law.
Jct * (dΩct/dt) = Ct−Cc
Base Model
The base model given below has been
formulated by my own attempt keeping
Guzella and Onder’s [5] book as a basic
reference for the equations and concepts given
below. Any diesel engine can be modeled in
the following manner. Here we have carried
out the
1. Air intake
2. Inlet manifold
3. Gas exchange
4. Torque generation
5. Thermal model
6. Exhaust manifold
7. Exhaust outlet
Model Equations
These equations [15] are mostly nonlinear
differential equations, which may require
alteration to suit the requirements of the paper.
As the resulting equations will be continuoustime differential equations they will require
discretization for use in a simulation. For the
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CI Engine Modeling Techniques
Thyagarajan Sowmya
__________________________________________________________________________________________
development of this simulation, the Euler
method for discretization is used as it is simple
to implement and can cope with nonlinear
equations. The resulting equations are
nonlinear differential equations which can be
directly implemented in a real-time numerical
simulation.
Air Intake
Flow control or restriction elements for gases
are modeled as an isothermal throttle, for
which the mass flow rate depends on the
temperature and the pressure drop across the
orifice volumetric flow is driven by the
pressure difference; however, the density of
the output gas is influenced by both the
pressure and the temperature. This means that
the resulting mass flow varies strongly with
both temperature and pressure in a strongly
nonlinear manner. This behavior could result
in interactions with the receiver models with
which these will be coupled. The inputs to
these models are the inlet and outlet pressures
and the input temperature
Ψ(Pin(k)/Pout(k)) = 0.707,
Pout(k) < 0.5
Pin(k)1
Ψ(Pin(k)/Pout(k)) = (2(Pout(k)/Pin(k))(1–
Pout(k)/Pin(k))) ^ 0.52
Pout(k) < = 0.5 Pin(k)
If Pout(k) < 0.5 Pin (k) put 1 here, else put 2
here.
̇ (k) = Cd.A.(Pin(k)/(R * in(k)) ^ 0.5) * Ψ(Pi
n(k)/Pout(k))
Manifold
Inlet and exhaust manifolds are constant
volume gas receivers which can be defined by
mass- and energy-balances with temperature,
pressure, internal energy and mass as state
variables. These variables are linked both by
the mass- and energy-balance equations and by
fundamental equations of thermodynamics.
This allows the entire system to be reduced to
two coupled differential equations; these
output the temperature and pressure of the gas
within the reservoir. The inputs to these
models are the input and output mass flow
rates and the input temperature. The mass flow
rates are defined by subsequent models, to
which this model is coupled. These models
interact with this model, and as this model is
an accumulator of mass and energy, the level
of these quantities within this element
influences the inflow and outflow of mass
differently.
a) Inlet Manifold
̇ in(k) = Cd.A.(Pin(k)/(R * in(k)) ^ 0.5) * 0.
707, if Pout(k) < 0.5 Pin(k)
̇ in(k) = Cd.A.(Pin(k)/(R * in(k)) ^ 0.5) * (2(
Pout(k)/Pin(k))(1−Pout(k)/Pin(k))) ^ 0.5, if
Pout(k) > = 0.5 Pin(k)
̇ out(k) = ρin((k) * (Pm,
ωe) * (Vd/N) * (ωe(k)/2π)
(k) = a[[1 + (delt * a * R/P(k) * V * Cv)[C
p( ̇ in(k)− ̇ out(k)] Cv[ ̇ in(k)− ̇ out(k)]]]
P(k) = Pa + (delt * Cp * R/Cv * V) * [ ̇ in(k) *
in(k)− ̇ out(k) * a]
b) Exhaust Manifold
̇ inexh(k) = ̇ air(k) + ̇ fuel(k)
̇ outexh(k) = Cd.A.(Pin(k)/(R * in(k)) ^ 0.5)
* 0.707, if Pout(k) < 0.5 Pin(k)
̇ outexh(k) = Cd.A.(Pin(k)/(R * in(k)) ^ 0.5)
* (2(Pout(k)/Pin(k))(1−Pout(k)/Pin(k))) ^ 0.5,
if Pout(k) > = 0.5 Pin(k)
(k) = a[[1 + (delt * a * R/P(k) * V * Cv)[C
p( ̇ in(k)− ̇ out(k)]−Cv[ ̇ in(k)− ̇ out(k)]]]
P(k) = Pa + (delt * Cp * R/Cv * V) * [ ̇ in(k) *
in(k)− ̇ out(k) * a]
c) Gas Exchange
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Trends in Mechanical Engineering and Technology
Volume 3, Issue 3, ISSN: 2231-1793
__________________________________________________________________________________________
The transfer of air through the engine is
modeled as a volumetric pump, for which the
volumetric efficiency and resulting mass flow
rate depends on the temperature and the
pressure difference between the inlet and
exhaust manifolds. Volumetric efficiency is
reduced due to an increase in either the
pressure difference or the speed. The density
of the air is influenced by both the inlet
pressure and the inlet temperature. The air
mass flow consequently varies with
temperature, pressure and speed in a nonlinear
manner. This behavior results in observed
interactions with the receiver models and flow
restrictions to which these will be coupled.
The inputs to this model are the inlet and
outlet pressures, the inlet temperature and the
engine speed
Pvol,p(Pm) = (CR/CR−1)−((Pexh/Pm) ^ (cv/c
p)) * (1/CR−1)Pressure efficiency
vol,ω(ωe) = 1−(0.3(ωe–ωmin/ωmax−ωmin))
Density
of
intake
air,
ρin((k) = Pin(k)/Rair * in(k)
vol(Pm,
ωe) = (CR/CR−1)−((Pexh/Pm) ^ (cv/cp)) * (1/
CR−1) * 1−(0.3(ωe−ωmin/ωmax−ωmin))
̇ (k) = ρin((k) * vol(Pm,
ωe) * (Vd/N) * (ωe(k)/2π
balance within this model as various efficiency
losses. The non-frictional losses are modeled
as a heat flow which is split between the
exhaust gas and the cylinder wall, whilst the
frictional losses are modeled as a heat flow
into the oil and cylinder block.
Step 1:Torque calculated= Pme(K)* Vd/ 4π 1
Pme(K) = (K) Pm, fuel(K)−Pme, 0(K)
where, Pm, fuel(K) = H1 mfuel(K)/Vd and
Pme, 0(k) = assumed as zero
Step 2: Now, Pme(K) = (K) Pm, fuel(K) 2
Step 3: T = Pme(K) * Vd/4π, using 2 in 1
Step
4:
Q ^ exh(K) = K
exh.
(Pm
fuel(K)−Pme(K))
Assuming Pme, 0 f(K).ωe(K−1)Vd/4π = 0
Step 5: exh(K) = m(K) + Qexh(K) ----> 3
Step6: Calculate by adding 3 here in
Pme0,
f(K) = K1( exh(K−1)).
(K2 + K3S ^ 2(ωe(K−1)) ^ 2)√K4/B --4
Step7: Calculate by adding 4 here in
Pme, 0(K) = Pme, 0f(K) + Pme, 0g(K) 5
Pme, 0g(K) = Rexh(K−1)−Pm(K)
Step8: Calculate by adding 5 here
Pme(K) = (K)Pm, fuel(K)−Pme, 0(K) 6
where, Pm, fuel(K) = H1mfuel(K)/Vd
Step9: Calculate Te(K) = Pme(K).Vd/4π ,by
adding 6 here.
Thermal Model
d) Torque Generation
Torque production is modeled as a fuel mass
flow rate-dependent mean cylinder pressure,
which acts upon the piston area with a variable
thermodynamic efficiency which depends on
several parameters. Input energy is directly
proportional to the fuel flow as air is always
present in excess; consequently the input
energy is determined by the fuel mass flow
and the calorific value. The thermodynamic
efficiency is reduced by the pressure
difference between the manifolds and as the
speed increases (due to reduced time for gas
transfer). Exhaust gas temperature and other
heat losses are calculated from an energy
Temperatures within the engine are modeled
by a set of three thermal reservoirs linked by
thermal resistances and with heat flows into
and out of the reservoirs. These reservoirs
model the temperatures of the cylinder wall,
the volume of coolant within the engine and a
reservoir that combines the engine block and
the engine oil. The heat flows into the
reservoir system are generated within the
torque-generation model as both the remaining
waste heat that does not escape with the
exhaust gas is transferred to the cylinder wall
and the frictional energy losses are transferred
to the oil and the block. Heat flows from the
wall to the coolant and between the coolant
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CI Engine Modeling Techniques
Thyagarajan Sowmya
__________________________________________________________________________________________
and the block/oil system. Removal of heat
occurs via radiation and convection from the
block to ambient and via the temperature
change of the coolant flow.
Cylinder Wall Temperature
̇ oil = Pmeof * ωe * (Vd/4π)
̇ exh = Kexh.
(Pmfuel−Pme−Pmeof) * ωe * Vd/4π
̇ wall = (Pmfuel * ωe * Vd/4π)− ̇ oil− ̇ exh
Θexh = m + ( ̇ exh/Cpexh * ̇ exh)
d wall/dt = (1/Cblock * mwall) * ( ̇ wall−( w
all− c,out/Rwc) )
Coolant Temperature
d c,out/dt = (1/Cc * mc) * (Cc * ̇ c * ( c,in− c,
out) + ( wall− c,out/Rwc)−( c,out− oil/Rco))
Oil Temperature
d oil/dt = (1/Cblock * mblock + Coil * moil) *
( ̇ oil + ( c,out− oil/Rco)−( oil− a/Rba))
Proportion of relief valve open
A = 0.5−Kp * (Poild−Poil)
Oil Pressure
Oil flow is provided via an engine-driven
positive displacement pump discharging into
oil galleries, which are treated as a reservoir
containing an incompressible fluid. The
discharge from the galleries is modeled using
two valves with temperature-dependent
discharge coefficients to model the effect of
temperature on viscosity. One of these valves
is constantly open and models oil flow into
bearing journals and discharge from oil
sprayers, the other behaves as the control
element for a reverse-acting proportional
pressure controller, which is used to model the
pressure relief valve. The result is that this
model displays the type of behavior observed,
with oil pressure increasing with engine speed
and decreasing with temperature.
Poil = Poild * [Kωp * ωe–
A * (Cd1 * oil/μoil) * (Poil) ^ 0.5 + (Cd2 *
oil/μoil) * (Poil) ^ 0.5]
Exhaust Outlet
Flow control or restriction elements for gases
are modeled as an isothermal throttle, for
which the mass flow rate depends on the
temperature and the pressure drop across the
orifice volumetric flow which is driven by the
pressure difference; however, the density of
the output gas is influenced by both the
pressure and the temperature. This means that
the resulting mass flow varies strongly with
both temperature and pressure in a strongly
nonlinear manner. This behavior could result
in interactions with the receiver models with
which these will be coupled. The inputs to
these models are the inlet and outlet pressures
and the input temperature.
Ψ(exh_press_pa/exh_mani_pa) = 0.707,
exh_mani_pa < 0.5 exh_press_pa 1
Ψ(exh_press_pa/exh_mani_pa) = (2(exh_mani
_pa/exh_press_pa) * (1–
exh_mani_pa/exh_press_pa)) ^ 0.5 2
exh_mani_pa < = 0.5 exh_press_pa
If exh_mani_pa < 0.5 exh_press_pa, put 1
here, else put 2
here… ̇ (k) = Cd.A.(exh_press_pa/(R * in(k)
) ^ 0.5) * Ψ(exh_press_pa/exh_mani_pa)
CONCLUSIONS
This paper gives a broad idea about the
techniques used for modeling different
elements of compression ignition engines. This
paper can be used while modeling any diesel
engine mathematically. Further simulations
can also be done depending on the engine
model. Basic idea behind this paper is to
provide a clear idea about the techniques that
are recently being used in modeling CI
engines.
ACKNOWLEDGMENTS
Setting an endeavor may not always be an easy
task, obstacles are bound to come in its way
and when this happens, help is welcome and
needless to say without help of those people
whom I am mentioning here, this endeavor
would not have been successful. I am thankful
from the core of my heart for the precious
contribution of Mr. Manickam (Scientist ‘B,’
FSIM Department, ADE, DRDO) for guiding
me in this paper.
I would like to convey my special thanks to
Mrs. Cynthia Surya (Technical officer) for
helping me to work in one of the India’s best
TMET (2013) 7-19 © STM Journals 2013. All Rights Reserved
Page 18
Trends in Mechanical Engineering and Technology
Volume 3, Issue 3, ISSN: 2231-1793
__________________________________________________________________________________________
labs. I would also like to thank my friend
Vshyam Prasada Rao for the moral support he
provided me in completing this paper.
Last but not the least; I would like to convey
my special thanks to my parents for their
moral support and ethical values they imposed
on me without whom I could not have reached
this height.
8.
9.
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