A. Kotzev et al., PERFORMANCE OF GENERALIZED PREDICTIVE CONTROL WITH ONLINE MODEL ORDERDETERMINATION FOR A HYDRAULIC ROBOTIC MANIPULATOR, Robotica, 13, 1995, pp. 55-64
The research results described present the performance of the Generali
zed Predictive Control (GPC) algorithm with a changing estimator and p
redictor model order for a specific application. The application is a
hydraulically actuated heavy duty manipulator. Hydraulically actuated
robotic manipulators, used in the large resource based industries, hav
e a complex dynamic response in which, primarily due to the hydraulic
actuator subsystems, the order of the dynamic model is not initially k
nown and can change as the manipulator is operated. A nonlinear simula
tion model of the manipulator system is utilized in the work and the G
PC controller is implemented with a CARIMA estimator together with an
on-line, gradient based estimator model order determination technique.
The results given show that with proper use of the order determinatio
n technique cost function and tuning of the GPC parameters, good perfo
rmance and stability can be achieved.