Robustness of guided self-organization against sensorimotor disruptions
Self-organizing processes are crucial for the development of living beings. Practical applications in robots may benefit from the self-organization of behavior, e.g.~to increase fault tolerance and enhance flexibility, provided that external goals can also be achieved. We present results on the guidance of self-organizing control by visual target stimuli and show a remarkable robustness to sensorimotor disruptions. In a proof of concept study an autonomous wheeled robot is learning an object finding and ball-pushing task from scratch within a few minutes in continuous domains. The robustness is demonstrated by the rapid recovery of the performance after severe changes of the sensor configuration.
| Author(s): | Martius, Georg |
| Journal: | Advances in Complex Systems |
| Volume: | 16 |
| Number (issue): | 02n03 |
| Pages: | 1350001 |
| Year: | 2013 |
| BibTeX Type: | Article (article) |
| DOI: | 10.1142/S021952591350001X |
| Electronic Archiving: | grant_archive |
| Eprint: | http://www.worldscientific.com/doi/pdf/10.1142/S021952591350001X |
BibTeX
@article{Martius2012,
title = {Robustness of guided self-organization against sensorimotor disruptions},
journal = {Advances in Complex Systems},
abstract = {Self-organizing processes are crucial for the development of living beings. Practical applications in robots may benefit from the self-organization of behavior, e.g.~to increase fault tolerance and enhance flexibility, provided that external goals can also be achieved. We present results on the guidance of self-organizing control by visual target stimuli and show a remarkable robustness to sensorimotor disruptions. In a proof of concept study an autonomous wheeled robot is learning an object finding and ball-pushing task from scratch within a few minutes in continuous domains. The robustness is demonstrated by the rapid recovery of the performance after severe changes of the sensor configuration.},
volume = {16},
number = {02n03},
pages = {1350001},
year = {2013},
author = {Martius, Georg},
doi = {10.1142/S021952591350001X},
eprint = {http://www.worldscientific.com/doi/pdf/10.1142/S021952591350001X}
}