The convolution operation can be view as applying a weighted moving average on one of the function using another function as the weight. As a result, convolution tends to smooth functions.
Below is an example of convolution with a rectangular pulse: 1
Related
- central limit theorem - Convolve independent probability distribution enough times, and we get a bell-curve shape