DocumentCode :
582424
Title :
Position estimation for manipulators based on multisensor fusion
Author :
Ren, Xuemei ; Xue, Guangyue
Author_Institution :
Sch. of Autom., Beijing Inst. of Technol., Beijing, China
fYear :
2012
fDate :
25-27 July 2012
Firstpage :
5082
Lastpage :
5087
Abstract :
Maximizing the tracking performance of an industrial manipulators requires an accurate position estimation of the end-effector. By using the motor position from the encoder, the accuracy of end-effector position estimation is affected by the gear mechanisms employed by industrial manipulators. An accelerometer is fixed on the end-effector to get measurements that reflect the actual end-effector motion and the effect of unmodelled dynamics. In the paper a multisensor fusion method is presented to achieve good estimates of the position of the end-effector fusing the measurements from an accelerometer, a gyroscope and the encoders of joints´ motors. Since the robot dynamics and measurements are highly nonlinear and the measurement noise is non-Gaussian, the particle filter provides a solution to the sensor fusion problem. Simulation research results show an improvement in position accuracy using proposed method.
Keywords :
accelerometers; end effectors; gyroscopes; industrial manipulators; manipulator dynamics; particle filtering (numerical methods); position control; position measurement; sensor fusion; accelerometer; actual end-effector motion; end-effector position estimation; gear mechanisms; gyroscope; industrial manipulators; measurement noise; multisensor fusion method; particle filter; robot dynamics; robot measurements; tracking performance maximization; unmodelled dynamics effect; Accelerometers; Joints; Manipulators; Position measurement; Robot sensing systems; Time measurement; Manipulators; Multisensor Fusion; Particle Filter; Position Estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Conference (CCC), 2012 31st Chinese
Conference_Location :
Hefei
ISSN :
1934-1768
Print_ISBN :
978-1-4673-2581-3
Type :
conf
Filename :
6390822
Link To Document :
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