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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...

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Detalles Bibliográficos
Autores principales: Li, Zhengcai, Wang, Yang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
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.
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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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