Title :
Autonomous sensing strategy for parameter identification of contact conditions by active force sensing
Author :
Yamada, Takayoshi ; Tanaka, Akira ; Yamada, Manabu ; Yamamoto, Hidehiko ; Funahashi, Yasuyuki
Author_Institution :
Dept. of Human & Inf. Syst., Gifu Univ., Gifu, Japan
Abstract :
This paper discusses effective sensing strategy for parameter identification of contact conditions by active force sensing. The contact conditions include contact type, location and direction. To improve the speed and precision of distinction of contact type, it is necessary to raise separation degree of the large and the small eigenvalues of a covariance matrix of estimated contact moment. In this paper, we propose an autonomous sensing strategy to enhance the distinction precision of contact type in the limited number of data. Effectiveness of our method is verified through experiments.
Keywords :
covariance matrices; eigenvalues and eigenfunctions; force sensors; manipulators; parameter estimation; active force sensing; autonomous sensing strategy; contact moment estimation; contact type; covariance matrix; distinction precision; eigenvalues; parameter identification; separation degree; Eigenvalues and eigenfunctions; Estimation; Force; Force measurement; Robot sensing systems;
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2010 IEEE International Conference on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-9319-7
DOI :
10.1109/ROBIO.2010.5723435