Superposition Principle & the Method of Undetermined
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Transcript Superposition Principle & the Method of Undetermined
Inverse Laplace Transform
• Consider a given function F(s), is it possible to
find a function f(t) defined on [0, ), such that
L{ f (t )} F (s) ?
• If this is possible, we say f(t) is the inverse
Laplace transform of F(s), and we write
f (t ) L1{F (s)}.
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Some Examples.
• First we note that the Inverse Laplace
Transform is a “ Linear Operator”.
s-a
1. F(s)
,
2
2
(s-a) b
b
2. F(s)
,
2
2
(s-a) b
3s 2
3. F(s)
,
2
s 2 s 10
2
Applications
• Consider the Initial Value Problem:
y"2 y'5 y 8e t ;
y(0) 2, y' (0) 12.
• We shall use Laplace Transform and Inverse
Laplace Transform to solve this I.V.P.
3
Next let us consider a D.E. with
variable coefficents
• Given the following I.V.P: (#36, P. 406)
ty"ty ' y 2
y (0) 2
y ' (0) 1 .
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Laplace Transform of Discontinuous
and Periodic Functions
• Discontinuous functions play a very
important role in Engineering, for example:
u (t ) : 0,
t 0,
1,
0 t.
• This is known as the unit step function.
1
t
0
5
Shifts and scalar multiples of the
Unit Step Functions
6
Unit step functions can be used to represent
any piecewise continuous function.
• For example: …
• What is the Laplace Transform of u(t- a), a > 0?
L{u (t a )}(s )
0
e st u (t a ) dt
1 st N
e |a
a
N s
1 sa 1 sN
lim e
e
N
s
s
1 sa
e . It follows t hat
s
1 sa
T heinverseLaplaceT ransformof
e
s
1
is
L1{ e sa } u (t a ).
s
e -st dt lim
7
Next, what is: L{ f (t a)u(t a)}(s) ?
Since L{ f (t a)u (t a)}(s) e st f (t a)u (t a)dt
0
a
e st f (t a)dt , let v t a, dv dt,
e s ( v a ) f (v)dv e sa L{ f }( s ) , moreover,
0
we haveInverseLaplaceT ransform:
1
sa
L {e L{ f }( s)} f (t a)u (t a).
In particular, if we let g(t) f(t - a), then wehave
L{g (t )u (t a)}(s) e
sa
L{g (t a)}(s)
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Some Examples
• Let us consider the following :
1. L{t u (t 1)}(s ) ?
2. L{(cost )u (t )} ?
2
3 s
e
3. L { 2 }(t ) ?
s
1
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Laplace Transform of Periodic
Functions
• Periodic functions play a very important role in
the study of dynamical systems
• Definition: A function f (t) is said to be periodic
of period T, if for all t D(f) , we have
f (t
+ T) = f (t).
• For examples, sine waves, cosine waves and
square waves are periodic functions.
• What can we say about the transforms of
periodic functions?
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Let f T (t) be the part of f over the basic
period [0, T]. This is known as the Windowed
version of the periodic function f .
• It is not difficult to see that f (t) can be written
as the sum of translates of f T (t). Namely,
f (t ) fT (t nT )u (t nT ) .
n 0
Hence we have
T heorem: If f is a piecewise cont inuousperiodicfunct ion
wit h period T , t hen
L{ fT }( s )
L{ f }( s )
.
sT
1 e
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Example: The square wave with
period 2
• Note that in this case f T (t) is given by :
1
1
t
2
• f T (t) = 1 - u(t - 1) . Hence
1 es 1
L{ fT }( s )
(1 e s ) .
s
s
s
T herefore:
L{ fT }( s )
1
L{ f }( s )
.
2 s
s
1 e
s (1 e )
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Some problems in the exercise
• #10, 15, 31,
13
Convolution Operator “ * “.
• Definition: Given two functions f (t) and g(t)
piecewise continuous on [0,). The convolution
of f and g , denoted by f g , is defined by :
t
( f g )(t ) f (t s ) g ( s )ds .
0
4
t
For example,11 t , 1 f f, t t 2
.
12
• Covolution is 1.commutative, 2. distributive, 3.
associative and with 4. existence of zero.
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Laplace Transform of convolution
• An important property of convolution is the
• Theorem:
For any t wofunct ion f(t) and g(t) piecewise
cont inuouson [0, ) , and of exponent ia
l order
. If L{f}(s) F(s)and L{g}(s) G(s), t hen
L{ ( f g )(t ) }(s) F(s) G(s), consequently,
L {F(s) G(s)}(t) (f g)(t).
-1
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Proof of Convolution theorem
can be done by
• 1. Writing
( f g )(t ) u(t s) f (t s) g (s)ds
0
• 2. Then apply the Fubini’s theorem on
interchanging the order of integration.
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Applications
• Solve the initial value problem
y" y g (t ) ; y (0) 0 , and y ' (0) 0.
Whereg(t) is pieceewise continuouson [0,) and
of exponentia
l order . We found afterusing
LaplaceT ransformthat
L{ y}( s ) L{sin t}( s ) L{g (t )}(s ) .
T hus by theconvolution theorem,we have
t
y (t ) sin t g (t ) sin(t s ) g ( s )ds.
0
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Example 2: Integral-Differential Equation
• Consider the following equation:
t
y ' (t ) 1 y (t s )e 2 s ds , y( 0 ) 1 .
0
(An Equat ionintroducedby V. Volt erra on thest udy
of populationgrowt h).T hisequation can be writtenas;
y ' (t ) 1 y (t ) e 2t , which can be solved using
LaplaceT ransformand Convolut ion theorem.(solving
for Y(s) using partialfraction).
2
1
We find L{ y}( s )
, this y (t ) 2 e t .
s s 1
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Transfer function and Impulse
response function
• Consider the linear system governed by the I.V.P:
ay"by'cy g (t ) , for t 0 .
y (0) 0 and y ' (0) 0 .
• Thus given g(t) we wish to find the solution y(t).
g(t) is called the input function and y(t) the output.
The ratio of their Laplace Transforms,
L{ y}( s)
H ( s) is called t he t ransferfunct ionof
L{g}( s)
Y ( s)
t helinear syst em. i.e. H ( s)
G( s)
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For our example, take the Laplace
transform of the I.V.P
• we get
a{s 2Y ( s ) sy (0) y ' (0)} b{sY ( s ) y (0)} cY ( s ) G ( s ).
Since we have t rivialinit ialcondit ions, t heeq. becomes
as2Y(s) bY(s) cY(s) G(s) , t hus t he t ransferfunct ionis
Y (s)
1
H (s)
2
.
G ( s ) as bs c
• The inverse Laplace Transform of H(s), written
h(t) = L-1{H(s)}(t) is called the Impulse
response function for the system. Graph!!
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This function h(t) is the unique solution to
the homogeneous problem
• Namely:
ah"bh'ch 0 ; with h(0) 0 and h' (0) 1 / a .
• This can be checked easily (using Laplace
transform). Now to solve a general I.V.P. such as
ay"by'cy g (t ) , with
y( 0 ) y0 ,
y'( 0 ) y1
• This is a non-homogeneous eq with non-trivial
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initial values.
We shall split the given I.V.P into two
problems
• They are the equivalent to the original I.V.P.
Namely:
(*) ay" by' cy g(t) , y( 0 ) 0 and y'(0 ) 0 ,
(**) ay" by' cy 0 ,
y(0 ) y0 and y'(0 ) y1 .
T hesolut ionof (*) is found t o be y(t) (h g)(t) and
t hesolut ionof (**)is given by , say, yk (t). T hen t he
solut ionof t heoriginalI.V.P .is of t heform
y(t) (h g)(t) yk (t). T hiscan be checkedeasily.
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Theorem on solution using
Impulse Response Function
• Theorem: Let I be an interval containing the
origin. The unique solution to the initial value
problem
(P ):
ay" by' cy g ; y(0 ) y0 , y'( 0 ) y1 ,
where a, b,and c are const ant sand g is cont inuous
on I, is given by
(S) :
y(t) (h g)(t) yk (t) ,
where h is t heimpulse responsefunct ionfor
t hesyst emand yk (t ) is t heunique solut ion
t o : ay" by' cy 0 , y( 0 ) y0 , y'( 0 ) y1 .
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Example
• #24, P.428
• Let a linear system be governed by the given
initial value problem.
y' '9 y g (t ); y(0) 2, y' (0) 0
• Find the transfer function H(s), the impulse
response function h(t) and solve the I.V.P.
• Recall: y(t) = (h*g)(t) + yk(t)
24
Dirac Delta Function
• Paul A. M. Dirac, one of the great physicists
from England invented the following function:
• Definition: A function (t) having the following
properties: (1) (t ) 0 , for all t 0 , and
(2)
-
(t ) dt 1,
• is called the Dirac delta function. It follows from
(2) that for any function f(t) continuous in an
open interval containing t = 0, we have
f (t ) (t a)dt f (a) .
25
Remarks on Theory of
Distribution.
• Symbolic function, generalized function,
and distribution function.
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Heuristic argument on the existence of
-function.
• When a hammer strikes an object, it transfer
momentum to the object. If the striking force is
F(t) over a short time interval [t0, t1], then the
total impulse due to F is the integral
t1
Impulse F(t)dt . By Newton's 2nd law of motion,
t0
dv
t0 F(t) dt t0 m dt dt m v(t1 )-m v(t0 ) .
T hismeansthat" Impulse Change in momentum".
t1
t1
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This heuristic leads to conditions
1 and 2.
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What is the Laplace Transform of
-function?
• By definition, we have
L{ (t a)}(s) e (t a)dt e st (t a)dt e as .
st
0
Note that when
t a,
t a,
(*)
t
t
-
( x a)dx 0 , and
( x a)dx 1. It follows that
t
-
δ (x a)dx u(t a).
Differentiate both sides of (*), we get (by the F.T .C.):
δ (t a) u ' (t a).
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Application:
• Consider the symbolic Initial Value Problem:
x"9 x 3 (t ) ; x( 0 ) 1 , x'(0 ) 0 .
T hisrepresentsa mass at tachedto a springis releasedfrom rest
1 meterbelow theequilibrium positionfor themass - spring
system.It begins to vibrate,but seconds lat er,themass is struck
by a hammerexertingan impulse on t hemass., where x(t)is the
displacement from theequilibrium positionat timet.
We shall solveit by themethodof LaplaceT ransform.
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Linear Systems can be solved by
Laplace Transform.(7.9)
• For two equations in two unknowns, steps are:
• 1. Take the Laplace Transform of both equations
in x(t) and y(t),
• 2. Solve for X(s) and Y(s), then
• 3. Take the inverse Laplace Transform of X(s)
and Y(s), respectively.
• 4. Work out some examples.
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