Which of the following has to be performed in sampling rate conversion...
Sampling rate conversion by a rational factor involves changing the sampling rate of a signal by a non-integer ratio. This process requires both interpolation and decimation, but specifically, interpolation is necessary in this case.
Interpolation is the process of increasing the sampling rate by inserting additional samples between existing samples. It involves creating new samples that approximate the values of the original signal at higher frequencies. Interpolation helps in achieving a higher sampling rate while preserving the signal's characteristics.
Decimation, on the other hand, is the process of decreasing the sampling rate by discarding some samples. It involves reducing the number of samples in a signal while maintaining the important information and characteristics of the signal.
In sampling rate conversion by a rational factor, interpolation is required to generate additional samples to match the desired higher sampling rate. After interpolation, decimation can be performed if necessary to achieve the final desired sampling rate.
Therefore, the correct answer is A: Interpolation.
Which of the following has to be performed in sampling rate conversion...
Sampling rate conversion by rational factor involves converting a signal from one sampling rate to another using a rational factor, which is a ratio of two integers. This process can be achieved through interpolation.
Interpolation:
Interpolation is the process of estimating new data points within a given set of known data points. In the context of sampling rate conversion, interpolation is used to increase the number of samples in a signal when converting from a lower sampling rate to a higher sampling rate. The additional samples are created by estimating the values between the existing samples using various interpolation techniques such as linear, polynomial, or spline interpolation.
Decimation:
Decimation, on the other hand, is the process of reducing the number of samples in a signal. In the context of sampling rate conversion, decimation is used to decrease the number of samples when converting from a higher sampling rate to a lower sampling rate. However, in this scenario, decimation is not performed when converting a signal using a rational factor.
Interpolation or Decimation:
When performing sampling rate conversion by a rational factor, interpolation is always performed, regardless of whether the conversion is from a lower sampling rate to a higher sampling rate or vice versa. The interpolation process is required to generate additional samples or estimate the values between the existing samples.
However, decimation is not performed when converting a signal using a rational factor. Decimation is only performed when the conversion factor is an integer, i.e., when the sampling rate is an integer multiple or divisor of the original sampling rate.
Conclusion:
In summary, when performing sampling rate conversion by a rational factor, interpolation is always performed to increase the number of samples or estimate the values between the existing samples. Decimation, on the other hand, is not performed in this scenario. Therefore, the correct answer is option A: Interpolation.
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