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Coordinated Control of Slip Ratio for Wheeled Mobile Robots Climbing Loose Sloped Terrain
A challenging problem faced by wheeled mobile robots (WMRs) such as planetary rovers traversing loose sloped terrain is the inevitable longitudinal slip suffered by the wheels, which often leads to their deviation from the predetermined trajectory, reduced drive efficiency, and possible failures. Th...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4167808/ https://www.ncbi.nlm.nih.gov/pubmed/25276849 http://dx.doi.org/10.1155/2014/396382 |
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author | Li, Zhengcai Wang, Yang |
author_facet | Li, Zhengcai Wang, Yang |
author_sort | Li, Zhengcai |
collection | PubMed |
description | A challenging problem faced by wheeled mobile robots (WMRs) such as planetary rovers traversing loose sloped terrain is the inevitable longitudinal slip suffered by the wheels, which often leads to their deviation from the predetermined trajectory, reduced drive efficiency, and possible failures. This study investigates this problem using terramechanics analysis of the wheel-soil interaction. First, a slope-based wheel-soil interaction terramechanics model is built, and an online slip coordinated algorithm is designed based on the goal of optimal drive efficiency. An equation of state is established using the coordinated slip as the desired input and the actual slip as a state variable. To improve the robustness and adaptability of the control system, an adaptive neural network is designed. Analytical results and those of a simulation using Vortex demonstrate the significantly improved mobile performance of the WMR using the proposed control system. |
format | Online Article Text |
id | pubmed-4167808 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-41678082014-09-28 Coordinated Control of Slip Ratio for Wheeled Mobile Robots Climbing Loose Sloped Terrain Li, Zhengcai Wang, Yang ScientificWorldJournal Research Article A challenging problem faced by wheeled mobile robots (WMRs) such as planetary rovers traversing loose sloped terrain is the inevitable longitudinal slip suffered by the wheels, which often leads to their deviation from the predetermined trajectory, reduced drive efficiency, and possible failures. This study investigates this problem using terramechanics analysis of the wheel-soil interaction. First, a slope-based wheel-soil interaction terramechanics model is built, and an online slip coordinated algorithm is designed based on the goal of optimal drive efficiency. An equation of state is established using the coordinated slip as the desired input and the actual slip as a state variable. To improve the robustness and adaptability of the control system, an adaptive neural network is designed. Analytical results and those of a simulation using Vortex demonstrate the significantly improved mobile performance of the WMR using the proposed control system. Hindawi Publishing Corporation 2014 2014-09-03 /pmc/articles/PMC4167808/ /pubmed/25276849 http://dx.doi.org/10.1155/2014/396382 Text en Copyright © 2014 Z. Li and Y. Wang. https://creativecommons.org/licenses/by/3.0/ 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 Li, Zhengcai Wang, Yang Coordinated Control of Slip Ratio for Wheeled Mobile Robots Climbing Loose Sloped Terrain |
title | Coordinated Control of Slip Ratio for Wheeled Mobile Robots Climbing Loose Sloped Terrain |
title_full | Coordinated Control of Slip Ratio for Wheeled Mobile Robots Climbing Loose Sloped Terrain |
title_fullStr | Coordinated Control of Slip Ratio for Wheeled Mobile Robots Climbing Loose Sloped Terrain |
title_full_unstemmed | Coordinated Control of Slip Ratio for Wheeled Mobile Robots Climbing Loose Sloped Terrain |
title_short | Coordinated Control of Slip Ratio for Wheeled Mobile Robots Climbing Loose Sloped Terrain |
title_sort | coordinated control of slip ratio for wheeled mobile robots climbing loose sloped terrain |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4167808/ https://www.ncbi.nlm.nih.gov/pubmed/25276849 http://dx.doi.org/10.1155/2014/396382 |
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