Title :
Fuzzy Self-Tuning PID Semiglobal Regulator for Robot Manipulators
Author :
Meza, J.L. ; Santibáñez, V. ; Soto, R. ; Llama, M.A.
Author_Institution :
Inst. Tecnol. de la Laguna, Torreon, Mexico
fDate :
6/1/2012 12:00:00 AM
Abstract :
In this paper, we present a semiglobal asymptotic stability analysis via Lyapunov theory for a new proportional-integral-derivative (PID) controller control scheme, proposed in this work, which is based on a fuzzy system for tuning the PID gains for robot manipulators. PID controller is a well-known set point control strategy for industrial manipulators which ensures semiglobal asymptotic stability for fixed symmetric positive definite (proportional, integral, and derivative) gain matrices. We show that semiglobal asymptotic stability attribute also holds for a class of gain matrices depending on the manipulator states. This feature increases the potential of the PID control scheme to improve the performance of the transient response and handle practical constraints in actual robots such as presence of actuators with limited torque capabilities. We illustrate this potential by means of a fuzzy self-tuning algorithm to select the proportional, integral, and derivative gains according to the actual state of a robotic manipulator. To the best of the authors´ knowledge, our proposal of a fuzzy self-tuning PID regulator for robot manipulators is the first one with a semiglobal asymptotic stability proof. Real-time experimental results on a two-degree-of-freedom robot arm show the usefulness of the proposed approach.
Keywords :
Lyapunov methods; actuators; asymptotic stability; constraint handling; control system synthesis; fuzzy control; fuzzy systems; industrial manipulators; matrix algebra; three-term control; Lyapunov theory; PID gain tuning; actuator presence; constraint handling; fuzzy selftuning PID semiglobal regulator; fuzzy system; industrial manipulators; limited torque capabilities; proportional-integral-derivative controller control scheme; robot manipulators; semiglobal asymptotic stability analysis; set point control strategy; symmetric positive definite gain matrices; transient response performance improvement; two-degree-of-freedom robot arm; Asymptotic stability; Fuzzy control; Lyapunov methods; Manipulators; PD control; Robot control; Stability analysis; Fuzzy proportional-integral-derivative (PID); Lyapunov stability; PID control; robot control; self-tuning;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2011.2168789