The U shape of the long-run ATC curve is the result of diminishing returns. This statement is false. This shape happens because of the dominance of AFC thus the ATC is falling but after a while, the AVC becomes dominant and ATC starts to rise.
Definition of terms:
ATC – Average Total Cost
AFC – Average Fixed Cost
AVC – Average Variable Cost