I don’t think the Others have enough of a grasp on the human condition to make that kind of plan.
Rather, the timing has everything to do with GRRM’s love of dramatic irony and his desired levels of tension. If there were dozens of Targaryen dragons in the skies and the realm was united, then it wouldn’t be a very exciting story, would it?