A coupled reaction-diffusion field model for perception-action cycle with applications to robot navigation
dc.contributor.author | Aidman, E. | |
dc.contributor.author | Ivancevic, V. | |
dc.contributor.author | Jennings, A. | |
dc.date.issued | 2008 | |
dc.description | Copyright © 2008 Inderscience Enterprises Limited. All rights reserved. | |
dc.description.abstract | A generalised reaction-diffusion field model for robot navigation is proposed. It utilises two mutually antagonistic neural fields counteracting in patterns similar to that of flexor/extensor muscles controlling the movements in major joints in the human body. Combining local activation and generalised inhibition represented by Amari's neural field equations and extended by the Fitzhugh-Nagumo and Wilson-Cowan activator-inhibitor systems, results in the type of neural attractor dynamics that may lead to spontaneous oscillatory pattern formation. Preliminary simulation data suggest that this approach has utility in enabling a team of autonomous vehicles to navigate in a crowded pedestrian crossing | |
dc.description.statementofresponsibility | Eugene Aidman, Vladimir Ivancevic and Andrew Jennings | |
dc.identifier.citation | International Journal of Intelligent Defence Support Systems, 2008; 1(2):93-115 | |
dc.identifier.doi | 10.1504/IJIDSS.2008.021969 | |
dc.identifier.issn | 1755-1587 | |
dc.identifier.issn | 1755-1595 | |
dc.identifier.uri | http://hdl.handle.net/2440/53634 | |
dc.language.iso | en | |
dc.publisher | Inderscience Publishers | |
dc.source.uri | https://doi.org/10.1504/ijidss.2008.021969 | |
dc.subject | reaction-diffusion systems | |
dc.subject | coupled activator-inhibitor fields | |
dc.subject | dynamical grid | |
dc.subject | robot navigation | |
dc.subject | crowded environments | |
dc.subject | local activation | |
dc.subject | generalised inhibition | |
dc.subject | neural field equations | |
dc.subject | neural attractor dynamics | |
dc.subject | autonomous vehicles | |
dc.subject | pedestrian crossing | |
dc.subject | mobile robots | |
dc.subject | neural networks | |
dc.title | A coupled reaction-diffusion field model for perception-action cycle with applications to robot navigation | |
dc.type | Journal article | |
pubs.publication-status | Published |