The paper is dedicated to research, supported by the Russian Scientific Foundation that is targeted on the development of novel technology of oil enhancement recovery, based on the hybrid application of various artificial intelligence techniques. An approach of dynamic control of electric submersible oil pump is suggested. The key idea is a real time technological management, applying artificial neural network tool. Research evaluation results are presented.