DocumentCode
2942729
Title
A novel curve fitting based discrete velocity estimator for high performance motion control
Author
Chen, Lisha ; Laffranchi, Matteo ; Tsagarakis, Nikos G. ; Caldwell, Darwin G.
Author_Institution
Italian Inst. of Technol. (UT), Genova, Italy
fYear
2012
fDate
11-14 July 2012
Firstpage
1060
Lastpage
1065
Abstract
Robotics applications typically need high accuracy and repeatability obtained through precise measurement and control of the robot states which is not available in many cases due to the absence of the necessary sensor motivating the use of estimators. A typical scenario is represented by applications where position sensors (encoders) are present in the robot and velocity measurements are needed by the control scheme. Velocity estimators based on curve fitting (CF) are proposed and evaluated in this paper. A novel CF-based velocity estimator is developed for fitting a smooth curve by computing its polynomial parameters from a given set of position data points. The advantages of this estimator are essentially four: ease of implementation, high operational bandwidth with small phase lag and amplitude attenuation, high computational speed and effectiveness when used with low resolution position sensors. Furthermore, the novel method is model free. The efficacy of the estimator is confirmed by extensive simulation studies while experimental validation evidence is also provided on a single degree of freedom system demonstrating the accuracy and effectiveness of the proposed methods.
Keywords
curve fitting; motion control; polynomial matrices; robots; amplitude attenuation; high operational bandwidth; high performance motion control; novel CF-based velocity estimator; novel curve fitting based discrete velocity estimator; polynomial parameters; position sensors; precise measurement; robotics applications; small phase lag; velocity measurements; Computational modeling; Curve fitting; Estimation; Fitting; Frequency estimation; Polynomials; Robot sensing systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Intelligent Mechatronics (AIM), 2012 IEEE/ASME International Conference on
Conference_Location
Kachsiung
ISSN
2159-6247
Print_ISBN
978-1-4673-2575-2
Type
conf
DOI
10.1109/AIM.2012.6265911
Filename
6265911
Link To Document