| Autonomous Robots
Navigation |
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| In this research line we have developped, form 1995 to 1999, a troop
of small, simple, autonomous robots (ANTs)
capable of building maps of unknown structured environments and then navigate
in these environments.
Presently we are working on the problem of qualitative robot navigation
based on vision. The robots will be equipped with one or more cameras to
acquire images from the environment, which will be shown in a control screen.
An operator will indicate on the observed image the target place where
the robot should go. The robot will have to reach that target in a fully
autonomous way by means of qualitative landmark-based navigation and using
only visual information in a way similar to that used by humans. The work
will be carried out on real mobile robots (wheeled and legged) in unknown
environments of increasing complexity. Wheeled robots will be used in office-like
environments or smooth outdoors. In more abrupt terrains, an hexapod will
be used.
This research is being done in collaboration with the Institute of Robotics
and Industrial Informatics (IRII) of CSIC-UPC (http://www-iri.upc.es).
At the IIIA we are developping the qualitative navigation system which
is based on a multiagent bidding mechanism. More information on the navigation
system and a demo of a simulation presented
at the Agents'2000 Conference can be found at http://www.iiia.csic.es/~didac/demo-robot/ .
Some images and videos of the real robot we are using for this project can
be seen here.
The IIIA is partner of the International
Quality Network (IQN) on Spatial Cognition.
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© IIIA
(CSIC)
iiia@iiia.csic.es
http://www.iiia.csic.es |
Publications
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C. Sierra, R.López de Màntaras and D. Busquets. Multiagent
Bidding Mechanisms for Robot Qualitative Navigation.
Intelligent Agents VII. Lecture Notes in Artificial Intelligence, vol. 1986 (Proceedings of
ATAL'00), pp 198-212, Springer, Verlag, 2001.
[abstract]
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- D. Busquets, R.López de Màntaras and C. Sierra. A
robust MAS coordination mechanism for action selection. Proceedings
of 2001 AAAI Spring Symposium, Stanford, CA. Robust Autonomy Serie, pp. 38-40.
[abstract]
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D. Busquets, C. Sierra, R.López de Màntaras.
A Multiagent Approach to Qualitative Landmark-based Navigation
Technical Report, 2001.
[abstract]
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- D. Busquets, R.López de Màntaras, C. Sierra and
T.G. Dietterich.
Reinforcement Learning for Landmark-based Robot Navigation.
Proceedings of the first International
Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2002), pp. 841-842, ACM press, 2002.
[abstract]
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- D. Busquets, T.G. Dietterich, R.López de Màntaras
and C. Sierra.
A mulit-agent architecture integrating learning and fuzzy techniques
for landmark-based robot navigation.
Topics in Artificial Intelligence. Lecture Notes in Artificial Intelligence (Proceedings of
CCIA'02), vol. 2504, pp. 269-281, Springer, Verlag, 2002.
[abstract]
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- T.G. Dietterich, D. Busquets, R.López de Màntaras
and C. Sierra.
Action Refinement in Reinforcement Learning by Probability Smoothing
Proceedings of the 19th International Conference on Machine Learning (ICML'02),
pp. 107-114.
[abstract]
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- D. Busquets, C. Sierra and R. López de
Màntaras. A multi-agent approach to fuzzy
landmark-based navigation.
Journal of Multiple-Valued Logic and Soft Computing, Vol. 9,
pp. 195-220, Old City Publishing, 2003.
[abstract] [gzipped
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- D. Busquets, C. Sierra and R. López de
Màntaras. A Multi-agent approach to qualitative
landmark-based navigation. Autonomous Robots Journal, Vol. 15,
pp. 129-153, 2003.
[abstract] [gzipped
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- D. Busquets, R.López de Màntaras and
C. Sierra.
Evolving a Multiagent System for Landmark-Based Robot
Navigation.
Artificial Intelligence Research and Development
(Proceedings of CCIA'03),
pp. 87-98, IOS
Press, 2003.
[abstract] [gzipped
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M. Mohan, D. Busquets, R.López de Màntaras and C. Sierra. Integrating a Potential Field Based Pilot Into a Multiagent Navigation Architecture for Autonomous Robots. Proceedings of ICINCO'04 (Vol. 2), pp. 287-290, INSTICC Press, 2004.
[abstract] [gzipped PostScript] [gzipped PDF]
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