C. Forgez et al., Formalism to design a neural network: Application to an induction machine drive coupled to a non linear mechanical load, EPJ-APPL PH, 12(2), 2000, pp. 133-143
This search deals with the control of a process in order to take into accou
nt non linearities without parameters identification. Neural networks prope
rties are exploited for the modelling of non linear features, and a formali
sm is proposed to design a neural model which can be used directly as a con
troller. We apply this formalism to the modelling of a non linear mechanica
l load torque feature coupled to an induction machine in order to design a
speed controller. A partial and a global neural method are presented. In or
der to overcome modelling errors or any process changes, an adaptive on lin
e method is proposed. At last, simulation and experimental results are pres
ented.