Learning Combinatorial Information from Alignments of Landmarks

This paper characterizes the information space of a robot moving in the plane with limited sensing. The robot has a landmark detector, which provides the cyclic order of the landmarks around the robot, and it also has a touch sensor, that indicates when the robot is in contact with the environment boundary. The robot cannot measure any precise distances or angles, and does not have an odometer or a compass. We propose to characterize the information space associated with such robot through the swap cell decomposition. We show how to construct such decomposition through its dual, called the swap graph, using two kinds of feedback motion commands based on the landmarks sensed.

[1]  J. Koenderink,et al.  The singularities of the visual mapping , 1976, Biological Cybernetics.

[2]  Richard Pollack,et al.  Multidimensional Sorting , 1983, SIAM J. Comput..

[3]  Michael Jenkin,et al.  Robotic exploration as graph construction , 1991, IEEE Trans. Robotics Autom..

[4]  William B. Thompson,et al.  Inexact navigation , 1993, [1993] Proceedings IEEE International Conference on Robotics and Automation.

[5]  Benjamin Kuipers,et al.  A robot exploration and mapping strategy based on a semantic hierarchy of spatial representations , 1991, Robotics Auton. Syst..

[6]  Keiji Nagatani,et al.  Topological simultaneous localization and mapping (SLAM): toward exact localization without explicit localization , 2001, IEEE Trans. Robotics Autom..

[7]  Tod S. Levitt,et al.  Qualitative Navigation for Mobile Robots , 1990, Artif. Intell..

[8]  Wolfram Burgard,et al.  Probabilistic Robotics (Intelligent Robotics and Autonomous Agents) , 2005 .

[9]  Dongbing Gu,et al.  Landmark‐based navigation of industrial mobile robots , 2000 .

[10]  Steven M. LaValle,et al.  Mapping and Navigation from Permutations of Landmarks , 2006 .

[11]  Steven M. LaValle,et al.  Planning algorithms , 2006 .

[12]  Kokichi Sugihara,et al.  Some location problems for robot navigation using a single camera , 1988, Computer Vision Graphics and Image Processing.

[13]  Erik D. Demaine,et al.  Robot Localization without Depth Perception , 2002, SWAT.

[14]  Jun Ota,et al.  Design of the Optimal Arrangement of Artificial Landmarks , 1996 .

[15]  Ilan Shimshoni On mobile robot localization from landmark bearings , 2002, IEEE Trans. Robotics Autom..

[16]  Margrit Betke,et al.  Mobile robot localization using landmarks , 1997, IEEE Trans. Robotics Autom..