How to generate a connected random network topology for a specific number of nodes?
I played with your demo a little bit and I suppose given a distribution of points, $\beta$ and $\alpha$ can be chosen properly so that the generated graph is connected with a high probability. A brute-force approach can be choosing the parameters using a binary search.