Continuous-Time Convolution - PowerPoint PPT Presentation

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Continuous-Time Convolution

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Continuous-Time Convolution Impulse Response Impulse response of a system is response of the system to an input that is a unit impulse (i.e., a Dirac delta functional ... – PowerPoint PPT presentation

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Title: Continuous-Time Convolution


1
Continuous-Time Convolution
2
Impulse Response
  • Impulse response of a system is response of the
    system to an input that is a unit impulse (i.e.,
    a Dirac delta functional in continuous time)
  • When initial conditions are zero, this
    differential equation is LTI and system has
    impulse response

3
System Response
  • Signals as sum of impulses
  • But we know how to calculate the impulse response
    ( h(t) ) of a system expressed as a differential
    equation
  • Therefore, we know how to calculate the system
    output for any input, x(t)

4
Graphical Convolution Methods
  • From the convolution integral, convolution is
    equivalent to
  • Rotating one of the functions about the y axis
  • Shifting it by t
  • Multiplying this flipped, shifted function with
    the other function
  • Calculating the area under this product
  • Assigning this value to f1(t) f2(t) at t

5
Graphical Convolution Example
  • Convolve the following two functions
  • Replace t with t in f(t) and g(t)
  • Choose to flip and slide g(t) since it is simpler
    and symmetric
  • Functions overlap like this

t
6
Graphical Convolution Example
  • Convolution can be divided into 5 parts
  • t lt -2
  • Two functions do not overlap
  • Area under the product of thefunctions is zero
  • -2 ? t lt 0
  • Part of g(t) overlaps part of f(t)
  • Area under the product of thefunctions is

7
Graphical Convolution Example
  • 0 ? t lt 2
  • Here, g(t) completely overlaps f(t)
  • Area under the product is just
  • 2 ? t lt 4
  • Part of g(t) and f(t) overlap
  • Calculated similarly to -2 ? t lt 0
  • t ? 4
  • g(t) and f(t) do not overlap
  • Area under their product is zero

8
Graphical Convolution Example
  • Result of convolution (5 intervals of interest)

No Overlap
Partial Overlap
Complete Overlap
Partial Overlap
No Overlap
y(t)
6
t
0
2
4
-2
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