Title :
On mobile robot localization from landmark bearings
Author_Institution :
Dept. of Ind. Eng. & Manage., Technion, Technion City, Israel
Abstract :
Deals with the problem of robot localization from noisy landmark bearings measured by the robot. We present a localization method which is based on linear constraints, one due to each bearing measurement. This linear system can be solved at low computational cost but yields not very accurate results. We therefore transform the system to an equivalent linear system which yields virtually optimal results at a small fraction of the cost of a nonlinear optimization method which usually achieves the optimal result. Experimental results showing the quality of the results and the low computational cost are presented.
Keywords :
geometry; mobile robots; path planning; position measurement; singular value decomposition; bearing measurement; landmark bearings; linear constraints; low computational cost; mobile robot localization; Computational efficiency; Cost function; Covariance matrix; Engineering management; Industrial engineering; Linear systems; Mobile robots; Noise robustness; Position measurement; Service robots;
Conference_Titel :
Robotics and Automation, 2001. Proceedings 2001 ICRA. IEEE International Conference on
Print_ISBN :
0-7803-6576-3
DOI :
10.1109/ROBOT.2001.933177