Question
Download Solution PDFDecimation is a process in which the sampling rate is
Answer (Detailed Solution Below)
Detailed Solution
Download Solution PDFDecimation:
- Decimation is the process of reducing the sampling rate of the discrete-time signal.
- A low sampling rate reduces storage and computation requirements.
Let us consider a discrete-time signal x[n].
x[n] = \(\begin{Bmatrix} -1 & 6& 9 & -2 & 8\\ & & \uparrow & & \end{Bmatrix}\)
The position of different samples are as follows:
x[0] = 9, x[1] = -2, x[2] = 8, x[-1] = 6, x[-2] = -1,
Applying the time scaling property by assuming the factor 'a=2' on the x[n], we get:
\(x[n]\overset{scaling}{\rightarrow}x[2n]\)
if a > 1, the process is known as decimation.
if a < 1, the process is known as interpolation.
In the case of decimation, all discrete-time values will be divided by factor 'a' whereas will be multiplied by factor 'a' in interpolation.
The decimated signal x[2n] is:
x[2n] = \(\begin{Bmatrix} -1 & & 9 & & 8\\ & & \uparrow & & \end{Bmatrix}\)
Additional Information In the case of interpolation, the scaling factor 'a' is less than 1.
Lets us assume the scaling factor 'a' = \( {1 \over 2}\)
The interpolated signal x[\( {n \over 2}\)] is:
x[\( {n \over 2}\)] = \(\begin{Bmatrix} -1 & 0& 6 & 0 & 9 & 0 & -2 & 0 & 8\\ & & & &\uparrow & & & & \end{Bmatrix}\)
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