SE201: Introduction to Systems Engineering
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Transcript of SE201: Introduction to Systems Engineering
SE201: Introduction to Systems Engineering
Mathematical Modeling
Mathematical Models
A mathematical model is a set of equations that relates different variables of the system
Mathematical models are essential for the analysis and design of control systems
Falling Ball Example A ball falling from a height of 100 meters
We need to determine a mathematical model that describes the behavior of the falling ball.
Objectives of the model: answer these questions:
1. When does the ball reach ground?2. What is the impact speed? Different assumptions results in different models
Falling Ball Example
Can you list some of the assumptions?
Falling Ball Example Assumptions for Model 1
1. Initial position = 100 x(0) = 1002. Initial speed = 0 v(0) = 03. Location: near sea level4. The only force acting on the ball is the
gravitational force (no air resistance)
ttvttx
Solution
8.9)()8.9(5.0100)(
:2
0)0(;100)0(
)(;8.9
:
vx
tvdtdx
dtdvModel
Falling Ball Example More models
Other mathematical models are possible. One such model includes the effect of air resistance. Here the drag force is assumed to be proportional to the square of the velocity.
0)0(;100)0(
)(;8.9
:2coeffient drag theis , resistanceair
2
2
vx
tvdtdxv
mc
dtdvModel
cwherecv
How far can this stunt driver jump?
List some assumptions for solving this problem
Stunt driver Assumptions:
Point mass Mass of car+driver =M Initial speed = v0
Angle of inclination =a No drag force
Model can be obtained to give the distance covered by the jump in terms of M,a, v0,…
Classification of Models
Static models: Models involve algebraic equations only
Dynamic models involves differential equations
Linear models: includes linear algebraic and/or differential equations
Other types of Models (nonlinear, distributed, discrete-time, hybrid,
…)
Transfer functions
A transfer function is used to describe the relationship between the input and output of a system or a subsystem
Transfer function is defined for systems described by linear algebraic and/or linear differential equations
Transfer function G
Input U Output Y
Y = G U
Static Models
The relationship between steady state values of input and output of a linear system is described by a linear static model
Uof valuestatesteady Yof valuestatesteady
G
Transfer function G
Input U Output Y
ExampleElectric Motor
Input (voltage supplied to motor) Volts Output (Motor speed ) revolution /min The transfer function represents the ratio of
steady state value of output over steady state value of input
Motor G
U (volts) Y (rev/min)
Uof valuestatesteady Yof valuestatesteady
G
ExampleElectric Motor
steady state value of input 12 Volts transfer function G= 500 revolution /min/volt What is the steady state value of output?
Motor G
U (volts) Y (rev/min)
/minrevolution 600012*500 Uof valuestatesteady Yof valuestatesteady
G
Block Diagrams Reductions
Objectives
• To understand the concept of Block diagrams and their assumptions
• To be able to reduce complex block diagrams to a simple (one block) diagram
Block diagrams
A block diagram is used to represent linear relationship between the input and the output of a subsystem.
Let the input and the output be U and Y, the relationship between U and Y is represented
by a rectangular block having a transfer function G
GU Y = G U
Block diagrams
A block diagram is pictorial representation of systems.
It shows different components (or subsystems) that make a system and shows their interactions
Each rectangular block represents a subsystem Inputs are represented by arrows entering the block Outputs are represented by arrows leaving the block
G
X Y
H
G
Voltage Divider
21
1
RRRG
eGeo
+e−
,21
1 eRR
Reo
1R
2R
oe
einput output
Two-input-two-output systems
2221
1211
gggg
G
11g21g
12g
22g
1u
1u
2u
2u
1y
1y
2y
2y
inputs outputs
Block diagram manipulation
HG H G
H
GH + G
H
G
G . 1+H G
_
Block diagram manipulation 2
G
X
Y G
X
Y
G
G
X
Y G
X
Y
G
V
Block Diagrams transformationsBlocks in cascade
GVX HG
YH
X Y
Two blocks in cascade are replaced by a single block whose transfer function is the product of transfer functions
Block Diagrams transformationsParallel Combination
G+H
YGX Y
H
X
Two blocks are in parallel they can be replaced by a single block whose transfer function is the sum of transfer functions
Block Diagrams transformationsMoving a summing point
G
X Y
GX
Y
G─1
UU
Block Diagrams transformationsMoving a summing point
G
X YG
XY
GUU
Block Diagrams transformationsMoving a pickoff point (#1)
G
V
Y G
V
Y
G
V
V
Block Diagrams transformationsMoving a pickoff point (#2)
G
X
Y G
X
Y
G─1
XX
Block Diagrams transformationsMoving a summing point
G
X Y
GX
Y
G─1
UU
Block Diagrams transformationsEliminating a Feedback Loop
XG
X Y
HGHG
1Y
Exercise
Find the transfer function relating X and Y
GX
Y
H
M
K
BD transformationsAn example
BD transformationsAn example
BD transformationsAn example
BD transformationsAn example
BD transformationsAn example
Keywords
• Summing point• Pickoff point• Transfer function• Cascade combination• Parallel combination• Feedback combination• Block diagram• Block diagram reduction
Example
Find the transfer function of the following system
G H K
?
Example
Find the transfer function of the following system
G H K
KHG
The transfer function of three blocks in series is the product of the three transfer functions
U VW Y
Y = KW = K (HV) = K H (GU) = KHG U
ExamplePressure Measurement System
The pressure measurement system consists of A pressure sensor Signal conditioner
Pressure SensorGenerate electric
current proportionalTo the pressure
G=0.1 mA/Pa
Signal Conditioner
)Amplifier(K=20
U Y
ExamplePressure Measurement System
Pressure SensorGenerate electric
current proportionalTo the pressure
G=0.1 mA/Pa
Signal Conditioner
)Amplifier(K=20
P V
T.F=20*0.1=2mA/PaVP
Example
Find the transfer function of the following system
G H
K
?
Example
Find the transfer function of the following system
G H
K
GHKGH
1
ExampleMotor with Speed Control
Find the transfer function of the following system
Amplifier + relay + motorG=600 rev/min/volt
Tachometer(speed sensor)K=3mvolt/rev/min
214600*003.01
6001
GKG