Nicola Capodieci
An immune network approach for self-adaptive ensembles of autonomic components: a case study in swarm robotics.
Capodieci, Nicola; Hart, Emma; Cabri, Giacomo
Authors
Contributors
Pietro
Editor
Orazio Miglino
Editor
Giuseppe Nicosia
Editor
Stefano Nolfi
Editor
Mario Pavone
Editor
Abstract
We describe an immune inspired approach to achieve self-expression within an ensemble, i.e. enabling an ensemble of autonomic components to dynamically change their coordination pattern during the runtime execution of a given task. Building on previous work using idiotypic networks, we consider robotic swarms in which each robot has a lymph node containing a set of antibodies describing conditions under which different coordination patterns can be applied. Antibodies are shared between robots that come into communication range facilitating collaboration. Tests in simulation in robotic arenas of varying complexity show that the swarm is able to learn suitable patterns and effectively achieve a foraging task, particularly in arenas of high complexity.
Citation
Capodieci, N., Hart, E., & Cabri, G. (2013). An immune network approach for self-adaptive ensembles of autonomic components: a case study in swarm robotics. In P. Liò, O. Miglino, G. Nicosia, S. Nolfi, & M. Pavone (Eds.), Advances in Artifical Life, Proceedings of ECAL 2013 (864-871). https://doi.org/10.7551/978-0-262-31709-2-ch127
Start Date | Sep 2, 2013 |
---|---|
End Date | Sep 6, 2013 |
Publication Date | 2013 |
Deposit Date | Aug 26, 2013 |
Publicly Available Date | Dec 31, 2013 |
Peer Reviewed | Peer Reviewed |
Pages | 864-871 |
Book Title | Advances in Artifical Life, Proceedings of ECAL 2013 |
DOI | https://doi.org/10.7551/978-0-262-31709-2-ch127 |
Keywords | Idiotypic networks; robotic swarms; artificial systems; |
Public URL | http://researchrepository.napier.ac.uk/id/eprint/6252 |
Publisher URL | http://dx.doi.org/10.7551/978-0-262-31709-2-ch127 |
Files
Capodieci.pdf
(<nobr>1.1 Mb</nobr>)
PDF
Publisher Licence URL
http://creativecommons.org/licenses/by-nc/4.0/
You might also like
Evolutionary Approaches to Improving the Layouts of Instance-Spaces
(2022)
Conference Proceeding
Augmenting Novelty Search with a Surrogate Model to Engineer Meta-Diversity in Ensembles of Classifiers
(2022)
Conference Proceeding
Morpho-evolution with learning using a controller archive as an inheritance mechanism
(2022)
Journal Article