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Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation

A bioinspired locomotion system for a quadruped robot is presented. Locomotion is achieved by a spiking neural network (SNN) that acts as a Central Pattern Generator (CPG) producing different locomotion patterns represented by their raster plots. To generate these patterns, the SNN is configured wit...

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Autores principales: Espinal, A., Rostro-Gonzalez, H., Carpio, M., Guerra-Hernandez, E. I., Ornelas-Rodriguez, M., Puga-Soberanes, H. J., Sotelo-Figueroa, M. A., Melin, P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4942632/
https://www.ncbi.nlm.nih.gov/pubmed/27436997
http://dx.doi.org/10.1155/2016/5615618
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author Espinal, A.
Rostro-Gonzalez, H.
Carpio, M.
Guerra-Hernandez, E. I.
Ornelas-Rodriguez, M.
Puga-Soberanes, H. J.
Sotelo-Figueroa, M. A.
Melin, P.
author_facet Espinal, A.
Rostro-Gonzalez, H.
Carpio, M.
Guerra-Hernandez, E. I.
Ornelas-Rodriguez, M.
Puga-Soberanes, H. J.
Sotelo-Figueroa, M. A.
Melin, P.
author_sort Espinal, A.
collection PubMed
description A bioinspired locomotion system for a quadruped robot is presented. Locomotion is achieved by a spiking neural network (SNN) that acts as a Central Pattern Generator (CPG) producing different locomotion patterns represented by their raster plots. To generate these patterns, the SNN is configured with specific parameters (synaptic weights and topologies), which were estimated by a metaheuristic method based on Christiansen Grammar Evolution (CGE). The system has been implemented and validated on two robot platforms; firstly, we tested our system on a quadruped robot and, secondly, on a hexapod one. In this last one, we simulated the case where two legs of the hexapod were amputated and its locomotion mechanism has been changed. For the quadruped robot, the control is performed by the spiking neural network implemented on an Arduino board with 35% of resource usage. In the hexapod robot, we used Spartan 6 FPGA board with only 3% of resource usage. Numerical results show the effectiveness of the proposed system in both cases.
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spelling pubmed-49426322016-07-19 Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation Espinal, A. Rostro-Gonzalez, H. Carpio, M. Guerra-Hernandez, E. I. Ornelas-Rodriguez, M. Puga-Soberanes, H. J. Sotelo-Figueroa, M. A. Melin, P. Comput Intell Neurosci Research Article A bioinspired locomotion system for a quadruped robot is presented. Locomotion is achieved by a spiking neural network (SNN) that acts as a Central Pattern Generator (CPG) producing different locomotion patterns represented by their raster plots. To generate these patterns, the SNN is configured with specific parameters (synaptic weights and topologies), which were estimated by a metaheuristic method based on Christiansen Grammar Evolution (CGE). The system has been implemented and validated on two robot platforms; firstly, we tested our system on a quadruped robot and, secondly, on a hexapod one. In this last one, we simulated the case where two legs of the hexapod were amputated and its locomotion mechanism has been changed. For the quadruped robot, the control is performed by the spiking neural network implemented on an Arduino board with 35% of resource usage. In the hexapod robot, we used Spartan 6 FPGA board with only 3% of resource usage. Numerical results show the effectiveness of the proposed system in both cases. Hindawi Publishing Corporation 2016 2016-06-29 /pmc/articles/PMC4942632/ /pubmed/27436997 http://dx.doi.org/10.1155/2016/5615618 Text en Copyright © 2016 A. Espinal et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Espinal, A.
Rostro-Gonzalez, H.
Carpio, M.
Guerra-Hernandez, E. I.
Ornelas-Rodriguez, M.
Puga-Soberanes, H. J.
Sotelo-Figueroa, M. A.
Melin, P.
Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation
title Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation
title_full Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation
title_fullStr Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation
title_full_unstemmed Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation
title_short Quadrupedal Robot Locomotion: A Biologically Inspired Approach and Its Hardware Implementation
title_sort quadrupedal robot locomotion: a biologically inspired approach and its hardware implementation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4942632/
https://www.ncbi.nlm.nih.gov/pubmed/27436997
http://dx.doi.org/10.1155/2016/5615618
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