How does gaussian convution stacking work?
From this Wikipedia page, you can get:



So for your example, $\sigma_X = 1$ and $\sigma_Y = 2$. The result has a standard deviation of $\sigma_Z = \sqrt{\sigma^2_X + \sigma^2_Y} = \sqrt{1 + 4} = \sqrt{5}$.