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Usage of Hybrid Neural Network Model MLP-ART for Navigation of Mobile Robot.

Authors :
Carbonell, Jaime G.
Siekmann, Jörg
De-Shuang Huang
Heutte, Laurent
Loog, Marco
Gavrilov, Andrey
Sungyoung Lee
Source :
Advanced Intelligent Computing Theories & Applications. With Aspects of Artificial Intelligence; 2007, p182-191, 10p
Publication Year :
2007

Abstract

We suggest to apply the hybrid neural network based on multi layer perceptron (MLP) and adaptive resonance theory (ART-2) for solving of navigation task of mobile robots. This approach provides semi supervised learning in unknown environment with incremental learning inherent to ART and capability of adaptation to transformation of images inherent to MLP. Proposed approach is evaluated in experiments with program model of robot. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540742012
Database :
Complementary Index
Journal :
Advanced Intelligent Computing Theories & Applications. With Aspects of Artificial Intelligence
Publication Type :
Book
Accession number :
33100564
Full Text :
https://doi.org/10.1007/978-3-540-74205-0_21