Title :
The nonlinear identification of a heat exchanger
Author :
Liu, Y.P. ; Korenberg, M.J. ; Billings, S.A. ; Fadzil, M.B.
Author_Institution :
University of Sheffield, Sheffield, United Kingdom
Abstract :
The practical application of a recently introduced orthogonal parameter estimation algorithm is investigated by identifying a nonlinear model of a heat exchanger based on input-output records. A new criterion called ERR. (Error Reduction Ratio) is employed to select significant terms in the NARMAX model expansion to yield a parsimonious model. The fitted model is then compared with a model previously obtained using a prediction error algorithm coupled with stepwise regression, and validated by computing various correlation tests and plotting predicted outputs.
Keywords :
Parameter estimation; Prediction algorithms; Predictive models; Testing;
Conference_Titel :
Decision and Control, 1987. 26th IEEE Conference on
Conference_Location :
Los Angeles, California, USA
DOI :
10.1109/CDC.1987.272841