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8/8/2019 307A-LaplaceTransformTechniques
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EGGN 307Introduction to Feedback Control Systems
Laplace Transform Techniques
(Lectures 8-12)
Professor Kevin L. Moore
Spring 2010
http://engineering.mines.edu/course/eggn307a
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Colorado School of Mines
3.0 Laplace Transform Modeling
3.1 Review of Complex Numbers
3.2 Laplace Transforms
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Colorado School of Mines
Laplace Transform Motivation
Differential equations model dynamic systems
Control system design requires simple methods forsolving these equations!
Laplace Transforms allow us to systematically solve linear time invariant (LTI) differential
equations for arbitrary inputs.
easily combine coupled differential equations into oneequation.
use with block diagrams to find representations for systemsthat are made up of smaller subsystems.
uxbxm !
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The Laplace Transform Definition
Laplace Transform exists if integral converges for any
value ofs Region of convergence is not as important for inverting one-
sided transforms
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Laplace Transform Example (1)
Example:
Show that
Notation for unit step
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Laplace Transform Example (2)
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Laplace Transform of a Unit Step
Find the Laplace Transform for the following function
gee
!otherwise0
01)(
ttus
? A
s
s
es
dtesFstst
1
101
11)(
00
!
!
!!
g
g
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Colorado School of Mines
Exercise
Find the Laplace Transform for the following function
ee
!otherwise0
103)(
ttf
? A? A
tttF
!
!
!!
13
13
33)(
1
0
1
0
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Colorado School of Mines
The Laplace Transform Definition (Review)
Recall:
The easiest way to use the Laplace Transform is by
creating a table of Laplace Transform pairs. We can
use several Laplace Transform properties to build the
table.
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The function with the simplest Laplace Transform (1)
A special input (class) has a very simple LaplaceTransform
The impulse function:
Has unit energy
Is zero except at t=0
Think of pulse in the limit
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The function with the simplest Laplace Transform (2)
1t
sFtf
H
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LT Properties: Scaling and Linearity
Proof: Both properties inherited from linearity ofintegration and the Laplace Transform definition
sFsFtftf
saFtaf
sFtf
2121
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Example 1
Find the following Laplace Transforms
Hint: Use Eulers Formula
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Example 1 (2)
tjtj eejt[[[
! 2
1sin
? A
22
11
2
1sin
[
[
[[[
!
!
s
jsjsjtL
tjtj
eet[[
[
! 2
1
cos
? A
22
11
2
1cos
[
[[[
!
!
s
s
jsjstL
22
22
cos
sin
[[
[
[[
s
st
st
sFtf
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Example 2
Find the following Laplace Transforms
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Example 2 (2)
? A
22
22
)(
cos
[
[[
!
!
!
as
as
s
ste
ass
atL ? A
22
22
)(
sin
[
[
[
[[
!
!
!
as
ste
ass
atL
22
22
cos
sin
[[
[[[
as
aste
aste
stf
at
at
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LT Properties: Integration & Differentiation
Proof of Differentiation Theorem: Integration by parts
! vduuvudv
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LT Properties: Integration & Differentiation (2)
gg
01
0
XXXX dfss
sFdf
fssFtfdt
d
sFtf
t
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Example 3
Find Laplace Transform for
What is the Laplace Transform of
Derivative of a step?
Derivative of sine?
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Example 3 (2)
? A ? A 2111)( ssstdtut !!! LL
1)0(1)(
!!
-
u
ss
dt
tduL Impulse!
10
11)sin(
22 !
!
-
ss
ss
dttdL Cosine!
? A 22
11
asste
ass
at
!!
!
L
1
sin
1
1
1
2
2
2
s
st
dt
d
tudt
d
aste
st
stf
at
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Exercise
What is the Laplace Transform of
tdt
dcos
1
1
1
1
11
1
)cos(22
2
2
2
2
!
!
!
-
ss
s
s
s
s
ss
dt
tdL -Sine!
1
1cos
2 s
tdt
d
stf
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Initial Value Theorem
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3.0 Laplace Transform Modeling
3.1 Review of Complex Numbers
3.2 Laplace Transforms
3.3 Inverse Laplace and LODE Solutions
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Inverse Laplace Transform
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Partial Fraction Idea -1
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Partial Fraction Idea -2
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Partial Fraction Idea -3
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The differentiation theorem
Higher order derivatives
Recall: Laplace differentiation theorem (1)
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Differentiation Theorem (revisited)
Differentiation Theorem when initial conditions are
zero
m 0001
121 fdtdf
dtdsfssFstf
dtd
n
n
nnn
n
n
-
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Solving differential equations: a simple example (1)
Consider
0,1 u! tdt
dx
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Solving differential equations: a simple example (2)
Solution Summary
Use differentiation theorem to take Laplace Transform of
differential equation
Solve for the unknown Laplace Transform Function
Find the inverse Laplace Transform
0,0 u! txttx
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Example 1
Find the Laplace Transform for the solution to
? A 120300
00...0
2
121
!
!
sXxssXxsxsXs
fsffssFstfdt
d
L
nnnn
n
n
Notation:
30,100,123 !!u! xxtxxx
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- Partial Fraction Expansions
In general, LODEs can be transformed into a function that isexpressed as a ratio of polynomials
In a partial fraction expansion we try to break it into its parts, so
we can use a table to go back to the time domain:
Three ways of finding coefficients
Put partial fraction expansion over common denominator
and equate coefficients of s (Example 1)
Residue formula
Equate both sides for several values of s (not covered)
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- Partial Fraction Expansions
Have to consider that in general we can encounter:
Real, distinct roots
Real repeated roots
Complex conjugate pair roots (2nd order terms)
Repeated complex conjugate roots
222
2
222
11 ))(()()()(
)()(
bas
GFsEs
bas
DCs
ps
B
ps
AK
sD
sNsX
!!
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Example 1, Part 2
Given X(s), find x(t).
This Laplace Transform function is not immediatelyfamiliar, but it is made up of parts that are.
Factor denominator, then use partial fraction
expansion:
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Final Step
Example 1 completed:
Since
By inspection,
E
E
mu
ste t 0,
0,2
52
2
1 2 u! teetx tt
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Residue Formula (1)
The residue formula allows us to find one coefficientat a time by multiplying both sides of the equation by
the appropriate factor.
Returning to Example 1:
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Residue Formula (2)
For Laplace Transform with non-repeating roots,
The general residue formula is:
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Example 2
Find the solution to the following differential equation:
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Example 2 (2)
)2(
1
)1(
2)(
!
sssX
0,2)( 2 u! teetx tt
0)(21)(3)(
0)(20)(300)(
2
2
!
!
sXssXssXs
sXxssXxsxsXs
3)()23( 2 ! ssXss
)2()1()2)(1(3)(
!! s
BsA
ssssX
221
311
1!
!!
!ssXsA 1
12
322
2!
!!
!ssXsB
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Inverse Laplace Transform with Repeated Roots
We have discussed taking the inverse Laplacetransform of functions with non-repeated, real roots
using partial fraction expansion.
Now we will consider partial fraction expansion rules
for functions with repeated (real) roots:
# of constants = order of repeated roots
Example:
23223
4
)3()3(3)3(
)1(
sssssss
s
!
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Example with repeated roots (2)
Terms with repeated roots:
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Example with repeated roots (3)
C = 1B = 2
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Exercise 1
Find the solution to the following differential equation0)0(1)0(044 !!! xxxxx
? A
? A
tt
ss
teetx
Ass
sA
s
s
sssB
s
B
s
A
s
ss
ssss
ssssss
sxssxsxss
22
22
22
2
22
2
2
2
2
1:2
22
2
4
242
222
4
444
04440
040400
!!
!
!
!
!!!
!
!
!
!
!
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Above
3.3 Inverse Laplace and LODE solutions
- Partial fraction expansions
- LODE solution examples
* Real roots
* Real, repeated roots
Next:* Complex roots
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NOTE:
A complex conjugate pair is actually two distinct,simple first order poles, so can find residues and
combine in the usual way:
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Inverse Laplace Transform with Complex Roots
To simplify your algebra, dont use first-orderdenominators such as
Instead, rename variables
So that
21 KKB ! 21 11 KjKjC !
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More Laplace transform pairs (complex roots):
Also, see the table in your textbook and most other
control systems textbooks.
Laplace Transform Pairs for Complex Roots
22
22
)()sin(
)()cos(
)()(
[W
[[
[W
W
[
W
W
ste
s
s
te
stf
t
t
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Return to example from above:
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E l i h l
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Example with complex roots
Example: findx
(t)
Laplace Transform
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E l ith l t (3)
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Example with complex roots (3)
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E l ith l t (5)
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Example with complex roots (5)
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E i 2
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Exercise 2
Find solution to the following differential equation
0)0(1)0(084 !!! xxxxx
? A
tttx
xxx
tt2si2cos
22
2
22
2
42
4
84
4
0844
080400
22
2222
2
2
2
2
!
!
!
!
!
!