I might guess that the base aether is based on how long the specific instance typically takes, and that the bonus aether is based on trying to make it so that each of the four roulettes gives roughly the same total aether once per day assuming some typical amount of base aether.

Unfortunately, the Alliance Raid roulette has the most disparity when it comes to run times, and hence the most disparity in base aether.