A Mobile Robot that Maps Naively But Plans Intelligently

We implemented Yeap’s computational theory of cognitive mapping [1], [2] on a mobile robot equipped only with sonar sensors and an odometer. As expected, the resulting maps are erroneous. We demonstrate how a network of such highly unreliable descriptions can be used to find one’s way in one’s environment. The answer lies in the use of powerful commonsense reasoning to interpret the “erroneous” map intelligently. Our experiment consists of having a robot to traverse a part of our office environment once and then made six attempts to return “home”. Four of the six attempts were successful.

[1]  Ulrich Nehmzow,et al.  Robot navigation in the real world: : Experiments with Manchester's FortyTwo in unmodified, large environments , 2000, Robotics Auton. Syst..

[2]  Wai-Kiang Yeap Towards a Computational Theory of Cognitive Maps , 1988, Artif. Intell..

[3]  Eric Chown,et al.  Making predictions in an uncertain world: Environmental structure and cognitive maps , 1999, Adapt. Behav..

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

[5]  Wolfram Burgard,et al.  An efficient fastSLAM algorithm for generating maps of large-scale cyclic environments from raw laser range measurements , 2003, Proceedings 2003 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2003) (Cat. No.03CH37453).

[6]  John J. Leonard,et al.  Robust Mapping and Localization in Indoor Environments Using Sonar Data , 2002, Int. J. Robotics Res..

[7]  Sebastian Thrun,et al.  Learning Metric-Topological Maps for Indoor Mobile Robot Navigation , 1998, Artif. Intell..

[8]  Wai-Kiang Yeap,et al.  Computing a Representation of the Local Environment , 1999, Artif. Intell..

[9]  Kurt Konolige,et al.  Incremental mapping of large cyclic environments , 1999, Proceedings 1999 IEEE International Symposium on Computational Intelligence in Robotics and Automation. CIRA'99 (Cat. No.99EX375).

[10]  Benjamin Kuipers,et al.  The Spatial Semantic Hierarchy , 2000, Artif. Intell..

[11]  Billur Barshan,et al.  Differentiating Sonar Reflections from Corners and Planes by Employing an Intelligent Sensor , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[12]  Lindsay Kleeman,et al.  Mobile-Robot Map Building from an Advanced Sonar Array and Accurate Odometry , 1999, Int. J. Robotics Res..

[13]  Kevin Lynch,et al.  The Image of the City , 1960 .

[14]  R. Golledge,et al.  Environmental Knowing: Theories, Research and Methods , 1978 .

[15]  Herbert Peremans,et al.  A high-resolution sensor based on tri-aural perception , 1993, IEEE Trans. Robotics Autom..

[16]  I. Burhan Türksen,et al.  Sonar based mobile robot localization by using fuzzy triangulation , 2000, Robotics Auton. Syst..