T. Nishiumi et J. Watton, MODEL-REFERENCE ADAPTIVE-CONTROL OF AN ELECTROHYDRAULIC MOTOR DRIVE USING AN ARTIFICIAL NEURAL-NETWORK COMPENSATOR, Proceedings of the Institution of Mechanical Engineers. Part I, Journal of systems and control engineering, 211(12), 1997, pp. 111-122
An artificial neural network is used as the feedback compensation elem
ent of a servovalve/motor speed control system. The network is establi
shed on a variable gain/acceleration feedback principle and trained us
ing computer simulation techniques. The network is then emulated as a
real-time controller to significantly improve the speed characteristic
of the motor. It is then shown how a feedforward network utilizing th
e motor pressure differential and speed may be readily adapted, in res
ponse to changes in motor speed, supply pressure and load torque, to t
rack the prescribed input/output dynamic model.