Title :
A sub-optimal algorithm for automatic map building
Author :
Csorba, Michael ; Uhlmann, Jeffrey K. ; Durrant-Whyte, Hugh F.
Author_Institution :
Oxford Univ., UK
Abstract :
This paper examines the problem of automatically constructing a map of an unknown environment from a vehicle whose location is also unknown. The application of the Kalman filter to this problem is briefly described and the practical limitation of the filter in this context is discussed. A suboptimal algorithm, the relative filter, is introduced that avoids many of the computational and practical problems of the direct Kalman filter approach to this problem. The performance of the full Kalman filter and the relative filter is compared in a real map building scenario
Keywords :
covariance matrices; filtering theory; mobile robots; navigation; path planning; position control; state estimation; vehicles; Kalman filter; automatic map building; covariance matrix; position control; relative filter; state estimation; suboptimal algorithm; vehicle; Covariance matrix; Error correction; Filters; Goniometers; Laboratories; Position measurement; State estimation; Vehicles;
Conference_Titel :
American Control Conference, 1997. Proceedings of the 1997
Conference_Location :
Albuquerque, NM
Print_ISBN :
0-7803-3832-4
DOI :
10.1109/ACC.1997.611857