Sample rate conversion: down

In doubling the sample rate, we inserted zeros between existing samples, then used a lowpass filter to remove the resulting alias in the audio band. To resample at half the current rate, we use a lowpass filter to remove audio above half of the new audio band, which would otherwise alias, then remove every other sample.

Here’s an example: First, I created a linear sweep of a sine wave, from 0 Hz to 44 kHz over 4 seconds, at a sample rate of 88.2 kHz. This audio clip is the result of downsampling by discarding every other sample without filtering first, and playing at a sample rate of 44.1 kHz; note how the sweep folds back and heads downward in the second half—aliasing:

Rising sine sweep, downsampled without filtering

This time, we do it right; the clip is filtered first, removing everything above 22 kHz, then every other sample is discarded, and played back at 44.1 kHz:

Rising sine sweep, downsampled after filtering

The filter was created with our windowed-sinc calculator, set to remove signal above 0.25 of the 88.2 kHz sample rate. Since we intend to drop every other sample after filtering, we can step iterations of the filter by two, and calculate only the samples we’ll keep. We use each of the coefficients on consecutive samples of the signal, but advance the input index by two instead of one before calculating the next output sample.

The practice of dropping samples is called “decimation”. The term means to remove one in every ten—a gruesome practice employed by the Roman army. In signal processing, it’s used to mean the removal of an arbitrary number of samples in a group. For instance, here we are decimating by a factor of two when we drop every other sample. Decimating by a factor of four would mean retaining one sample, dropping three, and repeating the process for all samples.

Note: The above sound examples are mp3 format, for improved browser compatibility. If you want to take a look at the files in a sound editor, you’ll get a more accurate view with the original uncompressed files (right-click and “save as”): non-filtered, non-filtered.

This entry was posted in Aliasing, Digital Audio, Filters, Sample Rate Conversion. Bookmark the permalink.

Leave a Reply

Your email address will not be published. Required fields are marked *