Suppose I have a set of random variables $x_1,...,x_n$ s.t. $x_i\sim N(\bar{x}_i,\sigma_i^2)$. And I define a new variable $x=\sqrt{x_1^2+...+x_n^2}$, then will $x$ also be normally distributed? And if so, what will its standard deviation be? (The RMS of $\sigma_1,...,\sigma_n$ perhaps?)
Thanks in advance.