Title :
Planning a path for finding targets under spatial uncertainties using a weighted Voronoi graph and visibility measure
Author :
Tomono, Masahiro
Author_Institution :
PRESTO, Japan Sci. & Technol. Corp., Japan
Abstract :
This paper presents a method of path planning for a mobile robot with a pan-tilt camera to find target objects under object-pose uncertainties caused by environmental changes or map inaccuracy. The uncertainties of object poses are represented by probability distributions on both a geometric map and a grid map. Based on these maps, the proposed method generates a weighted Voronoi graph, and plans a path with a short travel time, high passability, and high visibility of the target objects. The total path is the concatenation of paths to reach a goal and paths to observe a target object. The paper proposes a two-layered planning scheme, in which the candidate paths between subgoals are planned on the lower layer, and they are integrated on the upper layer.
Keywords :
cameras; computational geometry; mobile robots; path planning; probability; robot vision; geometric map; grid map; mobile robot; pan-tilt camera; path concatenation; path planning; probability distributions; two-layered planning scheme; weighted Voronoi graph; Cameras; Mobile robots; Navigation; Object recognition; Path planning; Probability distribution; Robot vision systems; Technology planning; Uncertainty; Weight measurement;
Conference_Titel :
Intelligent Robots and Systems, 2003. (IROS 2003). Proceedings. 2003 IEEE/RSJ International Conference on
Print_ISBN :
0-7803-7860-1
DOI :
10.1109/IROS.2003.1250616