Mapping and Navigation from Permutations of Landmarks

This paper considers a robot that moves in the plane and is only able to sense the cyclic order of landmarks with respect to its current position. No metric information (e.g., coordinates) is available regarding the robot or landmark positions; moreover, the robot does not have a compass or odometers. We carefully study the information space (belief space) of the robot, and establish its capabilities in terms of mapping the environment and accomplishing tasks, such as navigation and patrolling. The information space can be nicely characterized using the notion of order type, which provides information powerful enough to determine which points lie inside the convex hulls of subsets of landmarks.

[1]  Jack Sklansky,et al.  Measuring Concavity on a Rectangular Mosaic , 1972, IEEE Transactions on Computers.

[2]  Ronald L. Graham,et al.  An Efficient Algorithm for Determining the Convex Hull of a Finite Planar Set , 1972, Inf. Process. Lett..

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

[4]  Herbert Edelsbrunner,et al.  Algorithms in Combinatorial Geometry , 1987, EATCS Monographs in Theoretical Computer Science.

[5]  Matthew T. Mason,et al.  An exploration of sensorless manipulation , 1986, IEEE J. Robotics Autom..

[6]  Bernd Sturmfels,et al.  Coordinate representation of order types requires exponential storage , 1989, STOC '89.

[7]  Peter W. Shor,et al.  Stretchability of Pseudolines is NP-Hard , 1990, Applied Geometry And Discrete Mathematics.

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

[9]  R. A. Brooks,et al.  Intelligence without Representation , 1991, Artif. Intell..

[10]  Mark de Berg,et al.  Computational geometry: algorithms and applications , 1997 .

[11]  Leslie Pack Kaelbling,et al.  Planning and Acting in Partially Observable Stochastic Domains , 1998, Artif. Intell..

[12]  Wolfram Burgard,et al.  A Probabilistic Approach to Concurrent Mapping and Localization for Mobile Robots , 1998, Auton. Robots.

[13]  Sebastian Thrun,et al.  Probabilistic robotics , 2002, CACM.

[14]  Sebastian Thrun,et al.  FastSLAM: a factored solution to the simultaneous localization and mapping problem , 2002, AAAI/IAAI.

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

[16]  Kenneth Y. Goldberg,et al.  Orienting polygonal parts without sensors , 1993, Algorithmica.

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

[18]  Gaurav S. Sukhatme,et al.  Surrounding Nodes in Coordinate-Free Networks , 2006, WAFR.