The objective of the project is to develop hybrid-neural intelligent technology to model and control complex industrial systems. The application field of the hybrid intelligent technology is steelmaking: modeling of a Linz-Donawitz steel converter (Basic Oxygen Steelmaking converter) and constructing an intelligent advisory system for determining the necessary amount of oxygen for obtaining steel of prescribed quality.