Title :
Neural networks for control: counter arguments
Author_Institution :
Dept. of Cybern., Reading Univ., UK
Abstract :
This paper takes a close look at the use of neural networks for modelling and control. It is shown how the use of such networks for linear systems can be clearly regarded as bad practice, reference being made in particular to discrete-time, CARMA models. In particular it is shown how gross over-parameterization can occur, resulting in poor controller convergence and ultimately poor control.
Keywords :
convergence; discrete time systems; linear systems; neural nets; time series; control; discrete-time CARMA models; linear systems; modelling; neural networks; over-parameterization; poor controller convergence;
Conference_Titel :
Control, 1994. Control '94. International Conference on
Conference_Location :
Coventry, UK
Print_ISBN :
0-85296-610-5
DOI :
10.1049/cp:19940116