He graduated from the Lomonosov Moscow State University in 1952 with a dissertation on classified neutron research, continued from then at the Kurchatov Institute of Atomic Energy. A few years later, the Kurchatov Institute sent Barkov as part of the Soviet delegation to the 1955 UN conference in Geneva on "Peaceful Uses of Atomic Energy"..