Title :
Parameter identification of a moving object based on sensor fusion
Author :
Takahashi, Satoru ; Ghosh, Bijoy K.
Author_Institution :
Dept. of Intelligent Mech. Syst. Eng., Kagawa Univ., Takamatsu, Japan
fDate :
29 July-1 Aug. 2005
Abstract :
In this paper, in order to get the better identification of motion and shape parameters of a plane dynamics, that is, in order to reduce the parameter ambiguity in the case of when we use only vision as the observation data, we now consider that we apply the laser range finder data with vision using both of a single laser range finder and a single CCD camera mounted on a mobile robot platform. The reason why we use the laser range finder is that it makes a line on the moving plane along a horizontal laser plane. Namely the laser range finder observes a cross section of the plane as a line. This line changes as the plane moves. We can add a line information for the identification problem. We show that when we use the laser range finder data with vision as the observation data the dimension of the parameter ambiguity in the only vision case can be reduced. Further, we introduce a suitable canonical form in order to identify orbits of the underlying a suitable subgroup of perspective group.
Keywords :
CCD image sensors; laser ranging; mobile robots; parameter estimation; sensor fusion; CCD camera; horizontal laser plane; laser range finder data; mobile robot platform; motion parameters; moving object; parameter ambiguity; parameter identification; plane dynamics; sensor fusion; shape parameters; Cameras; Charge coupled devices; Charge-coupled image sensors; Laser fusion; Mobile robots; Orbits; Parameter estimation; Robot vision systems; Sensor fusion; Shape;
Conference_Titel :
Mechatronics and Automation, 2005 IEEE International Conference
Print_ISBN :
0-7803-9044-X
DOI :
10.1109/ICMA.2005.1626542