Skip to Main content Skip to Navigation
Conference papers

A Reactive Multi-Agent System for Localization and Tracking in Mobile Robotics

Franck Gechter 1 Vincent Chevrier 1 François Charpillet 1
1 MAIA - Autonomous intelligent machine
INRIA Lorraine, LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications
Abstract : Localization and target-tracking are both difficult yet essential and wide spread tasks in mobile robotics. Localization can be defined as determining the position of an object within a reference coordinate system, tracking consists of constructing a trajectory given a collection of spatially and temporally coherent localizations. We propose in this paper a swarm approach to address these issues using an interaction paradigm inspired from physics. The combination of different interactions such as attraction, repulsion, consumption and evaporation results in a self-organized process that builds patterns interpreted as solutions of the problem. After a description of the proposed model, this paper analyses the properties and the performance of our device through experiments in simulation and with real robots. In particular, a comparison with the standard Kalman filtering method demonstrates the relevancy of our approach. Moreover, it improves upon traditional ones int terms of robustness, adaptability, and data fusion capabilities.
Document type :
Conference papers
Complete list of metadata

https://hal.inria.fr/inria-00099971
Contributor : Publications Loria <>
Submitted on : Tuesday, September 26, 2006 - 10:13:00 AM
Last modification on : Friday, February 26, 2021 - 3:28:05 PM

Identifiers

  • HAL Id : inria-00099971, version 1

Collections

Citation

Franck Gechter, Vincent Chevrier, François Charpillet. A Reactive Multi-Agent System for Localization and Tracking in Mobile Robotics. 16th IEEE International Conference on Tools with Artificial Intelligence - ICTAI'2004, 2004, Boca Raton, Florida, pp.431-435. ⟨inria-00099971⟩

Share

Metrics

Record views

299