BeginnerTopic 24 of 101Signals, Control & Comms
Aliasing
Frequencies above half the sampling rate fold into lower frequencies.
In depth
If a signal contains components above f_s/2, they fold into lower frequencies, creating false signals (alias) that cannot be removed after sampling. Examples: wagon wheels appearing to rotate backwards, moiré patterns. Prevent with analog anti-alias filters and adequate f_s.
Key points
- Folding frequency
- Alias frequency ‖f-k f_s‖
- Stroboscopic effect
ExampleA 9 kHz tone sampled at 12 kHz appears as 3 kHz.
What is Aliasing?
Frequencies above half the sampling rate fold into lower frequencies.
Why is it important to understand aliasing?
Aliasing corrupts digital measurements by folding high frequencies down, so it must be prevented by the sampling rate and a filter.
Why does aliasing happen?
A sampled signal cannot tell apart frequencies that differ by multiples of the sampling frequency, so high components appear at lower apparent frequencies.
How do I prevent aliasing?
Sample above twice the highest frequency of interest, and use an analogue anti-alias low-pass filter before the converter.
How is Aliasing used in practice?
Typical applications include explaining why a wagon wheel in a film appears to turn backwards, preventing false low-frequency peaks in a vibration spectrum and choosing an anti-alias filter for a data acquisition system.
What should I learn before Aliasing?
Study "Sampling" first (topic 23 of 101 in Signals, Control & Comms). It covers the groundwork this topic builds on.
What are the key points of Aliasing?
Folding frequency. Alias frequency ‖f-k f_s‖. Stroboscopic effect.
Can you give an example of Aliasing?
A 9 kHz tone sampled at 12 kHz appears as 3 kHz.
What comes after Aliasing?
The next topic is "Quantisation", which builds directly on this one.
How difficult is Aliasing?
It is classed as Beginner in Signals, Control & Comms (topic 24 of 101). It is an entry-level topic. It relies only on basic school mathematics and the ideas introduced earlier in this discipline.