Title :
Fusion of stereo vision, force-torque, and joint sensors for estimation of in-hand object location
Author :
Hebert, Paul ; Hudson, Nicolas ; Ma, Jeremy ; Burdick, Joel
Author_Institution :
California Inst. of Technol., Pasadena, CA, USA
Abstract :
This paper develops a method to fuse stereo vision, force-torque sensor, and joint angle encoder measurements to estimate and track the location of a grasped object within the hand. We pose the problem as a hybrid systems estimation problem, where the continuous states are the object 6D pose, finger contact location, wrist-to-camera transform and the discrete states are the finger contact modes with the object. This paper develops the key measurement equations that govern the fusion process. Experiments with a Barrett Hand, Bumblebee 2 stereo camera, and an ATI omega force-torque sensor validate and demonstrate the method.
Keywords :
dexterous manipulators; estimation theory; force sensors; object detection; stereo image processing; ATI omega; Barrett Hand; Bumblebee 2 stereo camera; discrete state; finger contact location; finger contact mode; force-torque sensor; in-hand object location estimation; joint angle encoder measurement; object 6D pose; stereo vision; wrist-to-camera transform; Cameras; Estimation; Joints; Mathematical model; Robots; Sensors; Wrist;
Conference_Titel :
Robotics and Automation (ICRA), 2011 IEEE International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-386-5
DOI :
10.1109/ICRA.2011.5980185