Connectionists: Review article on CPGs for locomotion control in animals and robots
Auke Jan Ijspeert
auke.ijspeert at epfl.ch
Sun Jul 6 11:09:53 EDT 2008
Dear Connectionists,
Researchers in the neural control of movement might be interested in the
following review paper on central pattern generators for locomotion
control in animals and robots that will appear in Neural Networks (~200
citations).
Best regards,
Auke
Auke Jan Ijspeert. Central pattern generators for locomotion control in
animals and robots: a review. /Neural Networks/, 21(4):642-653, 2008.
Abstract:
The problem of controlling locomotion is an area in which neuroscience
and robotics can fruitfully interact. In this article, I will review
research carried out on locomotor central pattern generators (CPGs),
i.e. neural circuits capable of producing coordinated patterns of
high-dimensional rhythmic output signals while receiving only simple,
low-dimensional, input signals. The review will first cover
neurobiological observations concerning locomotor CPGs and their
numerical modelling, with a special focus on vertebrates. It will then
cover how CPG models implemented as neural networks or systems of
coupled oscillators can be used in robotics for controlling the
locomotion of articulated robots. The review also presents how robots
can be used as scientific tools to obtain a better understanding of the
functioning of biological CPGs. Finally, various methods for designing
CPGs to control specific modes of locomotion will be briefly reviewed.
In this process, I will discuss different types of CPG models, the pros
and cons of using CPGs with robots, and the pros and cons of using
robots as scientific tools. Open research topics both in biology and in
robotics will also be discussed.
Preprint: http://birg2.epfl.ch/publications/fulltext/ajIjspeert08a.pdf
Official paper: http://dx.doi.org/10.1016/j.neunet.2008.03.014
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Prof Auke Jan Ijspeert
SNF (Swiss National Science Foundation) Assistant Professor
School of Computer and Communication Sciences, EPFL
EPFL-IC-ISIM-GRIJ
EPFL, Ecole Polytechnique Fédérale de Lausanne
Station 14
CH 1015 Lausanne, Switzerland
Office: INN 237 Tel: +41 21 693 2658, Fax: +41 21 693 3705
www: http://birg.epfl.ch Email: Auke.Ijspeert at epfl.ch
Adjunct Assistant Professor,
Department of Computer Science, University of Southern California
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