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A multi-hypothesis topological SLAM approach for loop closing on edge-ordered graphs

Tully, Stephen, Kantor, George, Choset, Howie, & Werner, Felix (2009) A multi-hypothesis topological SLAM approach for loop closing on edge-ordered graphs. In IEEE/RSJ International Conference on Intelligent Robots and Systems, 11-15, October, 2009, St. Louis, MO, USA. (In Press)

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Abstract

We present a method for topological SLAM that specifically targets loop closing for edge-ordered graphs. Instead of using a heuristic approach to accept or reject loop closing, we propose a probabilistically grounded multi-hypothesis technique that relies on the incremental construction of a map/state hypothesis tree. Loop closing is introduced automatically within the tree expansion, and likely hypotheses are chosen based on their posterior probability after a sequence of sensor measurements. Careful pruning of the hypothesis tree keeps the growing number of hypotheses under control and a recursive formulation reduces storage and computational costs. Experiments are used to validate the approach.

Impact and interest:

2 citations in Scopus
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ID Code: 26584
Item Type: Conference Paper
Additional Information: An open access copy of this article can be accessed from the journal's webpage. See Official URL above.
Keywords: Topological SLAM, Loop closing, Multi hypotheses
Subjects: Australian and New Zealand Standard Research Classification > INFORMATION AND COMPUTING SCIENCES (080000) > ARTIFICIAL INTELLIGENCE AND IMAGE PROCESSING (080100) > Adaptive Agents and Intelligent Robotics (080101)
Divisions: Past > QUT Faculties & Divisions > Faculty of Science and Technology
Copyright Owner: Copyright 2009 IEEE.
Deposited On: 03 Aug 2009 14:14
Last Modified: 09 Jun 2010 23:56

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