Morozov was born in Kiev, in the Ukrainian SSR of the Soviet Union, in present-day Ukraine.

He was educated at the Kyiv Polytechnic Institute and was a student and follower of Victor Glushkov.

[2] Morozov was the chief designer of the automated control system of the Lviv manufacturing project, supervised by Glushkov.

He headed the Special Design Bureau of Mathematical Machines and Systems of the Institute Cybernetics Academy of Sciences, Ukrainian Soviet Socialist Republic and organized the Special Design Office of Experts of the Academy of Sciences of the Ukrainian Soviet Socialist Republic.

These bodies organized the ministries and departments of the Ukrainian Soviet Socialist Republic concerning the situational forecasting of radiation pollution of the Dnipro River and the territory of Ukraine.