Achim Lilienthal and Tom Duckett
Experimental Analysis of Smelling Braitenberg Vehicles
(Best Paper Award on ICAR 2003)
Proceedings of ICAR 2003, Coimbra, Portugal, June 30 - July 3, pp. 375-380
Abstract
This paper addresses the problem of localisation of a static
odour source in an unstructured indoor environment by a
mobile robot using electrochemical gas sensors. In
particular, reactive localisation strategies based on the
instantaneously measured spatial concentration gradient are
considered. In contrast to previous works, the environment
is not artificially ventilated to produce a strong constant
airflow, and thus the distribution of the odour molecules is
dominated by turbulence. An experimental set-up is presented
that enables different strategies for odour source
localisation to be compared directly in a precisely measured
experiment. Two alternative strategies that utilise a direct
sensor-motor coupling are then investigated and a detailed
numerical analysis of the results is presented, including
tests of statistical significance. Both tested strategies
proved to be useful to accomplish the localisation task. As
a possible solution to the problem of detecting that the
odour source - which is usually not corresponding to the
global concentration maximum - was found, one of the tested
strategies exploits the fact that local concentration maxima
occur more frequently near the odour source compared to
distant regions.
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Bibtex
@INPROCEEDINGS{Lilienthal:2003a,
AUTHOR = "Achim~J. Lilienthal and Tom Duckett",
TITLE = "Experimental Analysis of Smelling Braitenberg Vehicles",
BOOKTITLE = "Proceedings of the IEEE International Conference on Advanced Robotics (ICAR 2003)",
YEAR = "2003",
PAGES = "375--380",
ORGANIZATION = "IEEE"
}