M. Santos et Al. Dexter, Temperature control in liquid helium cryostat using self-learning neurofuzzy controller, IEE P-CONTR, 148(3), 2001, pp. 233-238
The paper describes the development and practical application of a neurofuz
zy controller that learns on-line to follow a time-varying set-point. It is
shown that, during training, the control action is similar to that of a pr
oportional plus integral plus derivative controller. A method for selecting
the parameters of the learning scheme is proposed that does not require pr
ecise information about the open-loop behaviour of the system. Experimental
results are presented that demonstrate that the self-learning controller i
s able to regulate the temperature inside a liquid helium cryostat over a w
ider operating range than was previously possible.