Whittlesey graduated from the United States Military Academy in 1831, and was assigned to the 5th infantry.
He was made assistant quartermaster general on the staff of the governor of Ohio on 17 April 1861, and during the Western Virginia Campaign acted as chief engineer of the Ohio troops.