Title :
Pose recovery for a mobile manipulator using a particle filter
Author :
Gasparri, Andrea ; Panzieri, Stefano ; Pascucci, Federica ; Ulivi, Giovanni
Author_Institution :
Dipt. di Informatica e Automazione, Universita degli Studi Roma Tre
Abstract :
A multirobot system composed by a five DoF manipulator (SCORTEC-ER 1) and a mobile base (ATRV-Jr by iRobot) is considered. The system is equipped with uniform software architecture able to control the motion of both components. Some exteroceptive sensors like sonars and laser rangefinders are available on the mobile platform, some others are mounted on the end-effector of the manipulator: a colour camera, able to locate objects to operate with; an ultrasound range finder, near the camera, that will be used to get distance measures. In this paper we consider the problem of relocalising the mobile manipulator in a known environment supposing that no base movement is allowed to avoid hazard operations. As only the arm can be safely panned to explore the surroundings, the proposed procedure is based exclusively on the ultrasound rangefinder. Using such measures, and making the hypothesis that the arm configuration in known, a Monte Carlo filter is designed to estimate the base pose. Such multiple hypotheses filter is appropriate in this kind of problems where, in the best case, it is possible to retrieve a finite number of possible poses compatible with available measures
Keywords :
Monte Carlo methods; end effectors; laser ranging; mobile robots; motion control; multi-robot systems; particle filtering (numerical methods); pose estimation; sensor fusion; DoF manipulator; Monte Carlo filter; colour camera; end-effector; exteroceptive sensors; hypotheses filter; laser rangefinders; mobile base; mobile manipulator; multirobot system; particle filter; pose recovery; sensor fusion; software architecture; sonars; ultrasound rangefinder; Cameras; Control systems; Hazards; Motion control; Multirobot systems; Particle filters; Software architecture; Sonar measurements; Ultrasonic imaging; Ultrasonic variables measurement;
Conference_Titel :
Control and Automation, 2006. MED '06. 14th Mediterranean Conference on
Conference_Location :
Ancona
Print_ISBN :
0-9786720-1-1
Electronic_ISBN :
0-9786720-0-3
DOI :
10.1109/MED.2006.328871