Effect of low level imitation strategy on an autonomous Multi-Robot System using on-line learning for cognitive map building
Author(s) -
Abdelhak Chatty,
Syed Khursheed Hasnain,
Philippe Gaussier,
Ilhem Kallel,
Philipe Laroque,
Adel M. Alimi
Publication year - 2013
Publication title -
2012 ieee international conference on robotics and biomimetics (robio)
Language(s) - English
Resource type - Conference proceedings
ISBN - 978-1-4673-2127-3
DOI - 10.1109/robio.2012.6491173
Subject(s) - robotics and control systems , bioengineering , communication, networking and broadcast technologies , components, circuits, devices and systems , computing and processing , signal processing and analysis
In this paper, we present the interest of low level imitation strategy on individual and population levels in the field of Multi-Robot System. Particularly, we show that adding a simple imitation capability to our bio-inspired architecture boosts the ability of individual cognitive map building. Taking into account the notion of imitative behavior, we also show that the individual discoveries in each robot (i.e. goals) could have an effect on population level and therfore it induces a new learning capability at the individual level. To analyze and validate our hypothesis, a series of experiments have been performed with and without a low level imitation strategy.
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom