ELI5: Explain Like I'm 5

Signal separation

Imagine you have a bag full of different colored candies. Now, if you want to separate out all the red candies from this bag, you would need to carefully pick out the red ones one by one, right? Signal separation is a similar process where we try to separate one signal from a group of different signals that are mixed together, just like the candies in the bag.

But how do we do this? Well, just like how we recognize the color red, we first need to know what unique features the signal we want to separate has. For example, let's say we want to separate a song from other sounds that are mixed together. We know that the song has a unique pattern of rhythm and melody, which sets it apart from other sounds. So, we can use a computer program to first analyze the mixed signals and identify the unique features of the song.

Once we know the unique features, we can then use a special algorithm to 'filter out' the song from the mixed signals. It's like using a strainer to separate noodles from the water they were cooked in. The algorithm separates the song signal from the other signals based on the unique features we identified earlier.

In summary, signal separation is like separating red candies from a bag of different candies. We identify the unique features of the signal we want to separate, and use a computer program to filter out that specific signal from the mixed signals based on those features.