We develop upper bounds for line failure probabilities in power grids, under
the DC approximation and assuming Gaussian noise for the power injections. Our
upper bounds are explicit, and lead to characterization of safe operational
capacity regions that are convex and polyhedral, making our tools compatible
with existing planning methods. Our probabilistic bounds are derived through
the use of powerful concentration inequalities