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Linear Systems and Signals Topics
18-1
The Laplace Transform – SPFirst Ch. 16 Intro
Domain Topic Discrete Time Continuous Time
Time Signals SPFirst Ch. 4 SPFirst Ch. 2
Systems SPFirst Ch. 5 SPFirst Ch. 9
Convolution SPFirst Ch. 5 SPFirst Ch. 9
Frequency Fourier series ** SPFirst Ch. 3
Fourier transforms SPFirst Ch. 6 SPFirst Ch. 11
Frequency response SPFirst Ch. 6 SPFirst Ch. 10
Generalized
Frequency
z / Laplace Transforms SPFirst Ch. 7-8 Supplemental Text
Transfer Functions SPFirst Ch. 7-8 Supplemental Text
System Stability SPFirst Ch. 8 SPFirst Ch. 9
Mixed Signal Sampling SPFirst Ch. 4 SPFirst Ch. 12

** Spectrograms (Ch. 3) for time-frequency spectrums (plots) computed
the discrete-time Fourier series for each window of samples.
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Transforms
• Provide alternate signal & system representations
The Laplace Transform – SPFirst Ch. 16 Intro
Simplifies analysis in some cases
Reveals new properties (e.g. bandwidth)
H(s)
h(t)
Input-Output
Physical Model
Algebra: Poles
and Zeros
Passbands and
Stopbands
H(jw)
Input-Output
Physical Model
s = jw
Passbands and
Stopbands
H(z)
h[n] H(ejŵ
)
z = ejŵ
18-2
SPFirst Fig. 16-1 SPFirst Fig. 8-13
Diff. Equ.
{ak, bk}
Diff. Equ.
{ak, bk}
Transfer Function
• Laplace transform of impulse response h(t) of
linear time-invariant (LTI) system
• Convolution in time property: h1 t
( )*h2 t
( )«H1 s
( )H2 s
( )
w(t) = h1(t)*x(t) y(t)= h2
(t)*w(t)= h2
(t)*h1(t)*x(t)
W(s) = H1(s) X(s) Y(s) = H2(s) W(s) = H2(s) H1(s) X(s)
h(t)= h2
(t)*h1(t)= h1
(t)*h2(t)
H(s) = H2(s) H1(s) = H1(s) H2(s) 18-3
See lecture slide 10-8 for
discrete-time analogy
X(s) W(s) Y(s)
x(t) w(t) y(t)
h1(t) h2(t)
X(s) Y(s)
y(t)
x(t)
h(t)
Transfer Function Examples
• Ideal delay by T seconds
T
x(t) y(t)
0
a
x(t) y(t)
y t
( )= a0x(t)
• Scale by a constant (a.k.a. gain block)
See lecture slide 12-13
y t
( )= x t -T
( )
Y s
( )= X s
( ) e-s T
H s
( ) =
Y s
( )
X s
( )
= e-s T
Initial conditions (initial voltages in delay buffer) are zero
Y s
( )= a0X s
( ) H s
( ) =
Y s
( )
X s
( )
= a0
18-4
for all s
for all s
   





1
0
M
m
m T
m
t
x
a
t
y
Transfer Function Examples
• Tapped delay line
M-1 delay blocks:
 
t
x
T T
T
S
 
t
y
0
a 1

M
a
2

M
a
1
a
…
…
 
T
t
x 
Impulse response lasts
for (M-1) T seconds:
h t
( ) = am d t - m T
( )
m=0
M-1
å
See lecture slide 12-14
Initial conditions (initial voltages in delay buffers) are zero
H(s) = am e-s m T
m=0
M-1
å
for all s

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lecture1.pptx

  • 1. Linear Systems and Signals Topics 18-1 The Laplace Transform – SPFirst Ch. 16 Intro Domain Topic Discrete Time Continuous Time Time Signals SPFirst Ch. 4 SPFirst Ch. 2 Systems SPFirst Ch. 5 SPFirst Ch. 9 Convolution SPFirst Ch. 5 SPFirst Ch. 9 Frequency Fourier series ** SPFirst Ch. 3 Fourier transforms SPFirst Ch. 6 SPFirst Ch. 11 Frequency response SPFirst Ch. 6 SPFirst Ch. 10 Generalized Frequency z / Laplace Transforms SPFirst Ch. 7-8 Supplemental Text Transfer Functions SPFirst Ch. 7-8 Supplemental Text System Stability SPFirst Ch. 8 SPFirst Ch. 9 Mixed Signal Sampling SPFirst Ch. 4 SPFirst Ch. 12  ** Spectrograms (Ch. 3) for time-frequency spectrums (plots) computed the discrete-time Fourier series for each window of samples. ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔ ✔
  • 2. Transforms • Provide alternate signal & system representations The Laplace Transform – SPFirst Ch. 16 Intro Simplifies analysis in some cases Reveals new properties (e.g. bandwidth) H(s) h(t) Input-Output Physical Model Algebra: Poles and Zeros Passbands and Stopbands H(jw) Input-Output Physical Model s = jw Passbands and Stopbands H(z) h[n] H(ejŵ ) z = ejŵ 18-2 SPFirst Fig. 16-1 SPFirst Fig. 8-13 Diff. Equ. {ak, bk} Diff. Equ. {ak, bk}
  • 3. Transfer Function • Laplace transform of impulse response h(t) of linear time-invariant (LTI) system • Convolution in time property: h1 t ( )*h2 t ( )«H1 s ( )H2 s ( ) w(t) = h1(t)*x(t) y(t)= h2 (t)*w(t)= h2 (t)*h1(t)*x(t) W(s) = H1(s) X(s) Y(s) = H2(s) W(s) = H2(s) H1(s) X(s) h(t)= h2 (t)*h1(t)= h1 (t)*h2(t) H(s) = H2(s) H1(s) = H1(s) H2(s) 18-3 See lecture slide 10-8 for discrete-time analogy X(s) W(s) Y(s) x(t) w(t) y(t) h1(t) h2(t) X(s) Y(s) y(t) x(t) h(t)
  • 4. Transfer Function Examples • Ideal delay by T seconds T x(t) y(t) 0 a x(t) y(t) y t ( )= a0x(t) • Scale by a constant (a.k.a. gain block) See lecture slide 12-13 y t ( )= x t -T ( ) Y s ( )= X s ( ) e-s T H s ( ) = Y s ( ) X s ( ) = e-s T Initial conditions (initial voltages in delay buffer) are zero Y s ( )= a0X s ( ) H s ( ) = Y s ( ) X s ( ) = a0 18-4 for all s for all s
  • 5.          1 0 M m m T m t x a t y Transfer Function Examples • Tapped delay line M-1 delay blocks:   t x T T T S   t y 0 a 1  M a 2  M a 1 a … …   T t x  Impulse response lasts for (M-1) T seconds: h t ( ) = am d t - m T ( ) m=0 M-1 å See lecture slide 12-14 Initial conditions (initial voltages in delay buffers) are zero H(s) = am e-s m T m=0 M-1 å for all s