Title :
Neuro-fuzzy networks for process modelling and model-based control
Author :
Zhang, Jie ; Morris, Julian
Author_Institution :
Dept. of Chem. & Process Eng., Newcastle upon Tyne Univ., UK
Abstract :
The article describes the concept and performance of neuro fuzzy modelling and neuro fuzzy model based control. The technique has been applied to a highly nonlinear neutralisation process. It is shown that the neuro fuzzy model is easy to interpret and provides accurate predictions. The proposed neuro fuzzy model based control strategy utilises local incremental models which can naturally eliminate steady state offsets. It is shown that the neuro fuzzy model based controller gives much improved performance compared to that of a linear model based controller
Keywords :
neurocontrollers; highly nonlinear neutralisation process; linear model based controller; local incremental models; neuro fuzzy model based control; neuro fuzzy modelling; process modelling; steady state offsets;
Conference_Titel :
Neural and Fuzzy Systems: Design, Hardware and Applications (Digest No: 1997/133), IEE Colloquium on
Conference_Location :
London
DOI :
10.1049/ic:19970735