T. Corbet et al., FUZZY CONTROL OF A CLASS OF HYDRAULICALLY ACTUATED INDUSTRIAL ROBOTS, IEEE transactions on control systems technology, 4(4), 1996, pp. 419-426
Citations number
24
Categorie Soggetti
Controlo Theory & Cybernetics","Robotics & Automatic Control","Engineering, Eletrical & Electronic
Application of a fuzzy logic controller to a class of hydraulically ac
tuated industrial robots is investigated in this paper, A simple, yet
effective, set of membership functions and rules are described which m
eets certain control requirements of such robots, An off-line routine
based on the simplex method is then outlined to tune the controller ga
ins for an optimum response, The fuzzy control gains are tuned by mini
mizing the summation of absolute position errors over step input respo
nses. The fuzzy logic controller is first examined through simulation
of a two-link hydraulic robot, The robot has the same hydraulic config
uration as many existing industrial manipulators, It is shown that the
controller exhibits positive aspects which cannot be easily achieved
by conventional control techniques, such as a PD controller with fixed
gains, These aspects include a fast rise-time and a well maintained d
amped response, The fuzzy controller is then applied to an instrumente
d Unimate MK-II industrial hydraulic robot, The experimental results a
re encouraging in that the best performing control gains are found for
different links with a reasonable number of trials and produce step r
esponses with fast response and few oscillations at the set point. The
controller demonstrates robustness in the presence of load, variation
of set points, and nonideal hydraulic actuation systems. Compared to
the simulation studies, the application of fuzzy control in experiment
s requires a reduction in the width of the zero output membership func
tion to compensate for the effect of friction, leakage, and other nonl
inearities inherent in the actual robot, The elimination of steady-sta
te errors which were observed in both step and ramp input experimental
responses is also addressed in this paper.