The US military is effective partly because it has so many bases. If you time traveled a single base back in time it would still need modern logistics from other bases. What ever they had in 1941 isn’t air to air refueling an f-35.
But probably Norfolk because of the carriers who would still need replenishment from other ships not in Norfolk.