Novel model reduction techniques for refinery-wide energy optimisation

► Developed reduced models for refinery processing units by using the MIPANN approach. ► The usefulness of the reduced models for complex refinery-wide optimisation was demonstrated. ► The advantages of using the reduced models over the traditional LP approach were highlighted.