Assuming the most benign meaning of "population control", the best way to decrease the birth rate is to increase quality of life. Birth rates go down as quality of life, financial/food security, and female workforce participation go up.
That's why most developed nations have the opposite problem: they'll eventually not have enough babies to maintain growth and pay for the care of the elderly.