Title :
A Fault Tolerant adaptive control for robot manipulators
Author :
Muscio, G. ; Pierri, Francesco
Author_Institution :
Sch. of Eng., Univ. of Basilicata, Potenza, Italy
Abstract :
A Fault Tolerant adaptive control for a robotic manipulator with fault affecting the joint actuators is presented. First, in order to achieve a proper detection and isolation of the fault, an observer based scheme for fault diagnosis is developed. Then, an inverse dynamics robust controller is reconfigured in such a way to include an adaptive term, depending on the isolated fault. The model uncertainties are explicitly taken into account and estimated via an off-line-trained Support Vector Machine. Finally, simulation results are presented in order to prove the effectiveness of the approach.
Keywords :
adaptive control; fault tolerance; manipulator dynamics; robust control; support vector machines; adaptive term; fault detection; fault diagnosis; fault isolation; fault tolerant adaptive control; inverse dynamics robust controller; joint actuator; robot manipulator; support vector machine;
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2012 IEEE International Conference on
Conference_Location :
Guangzhou
Print_ISBN :
978-1-4673-2125-9
DOI :
10.1109/ROBIO.2012.6491212