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The Path Planning and Location Method of Inspection Robot in a Large Storage Tank Bottom
With the development of robot technology, inspection robots have been applied to the defect detection of large tanks. However, the existing path planning algorithm of the tank bottom detection robot is easy to fall into the local minimum, and the path is not smooth. Besides, the positioning of the t...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9998163/ https://www.ncbi.nlm.nih.gov/pubmed/36909973 http://dx.doi.org/10.1155/2023/3029545 |
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author | Wang, Yinchu Zhu, Haijiang Yu, Yue Hu, Bin |
author_facet | Wang, Yinchu Zhu, Haijiang Yu, Yue Hu, Bin |
author_sort | Wang, Yinchu |
collection | PubMed |
description | With the development of robot technology, inspection robots have been applied to the defect detection of large tanks. However, the existing path planning algorithm of the tank bottom detection robot is easy to fall into the local minimum, and the path is not smooth. Besides, the positioning of the tank bottom detection robot is not accurate. This article proposes a path planning and location algorithm for the large tank bottom detection robot. Specifically, we design a preset spiral path according to the shape of the tank bottom, and a rotating potential field (RPF) near the obstacle is added to avoid the problem of path planning falling into a local minimum. We obtained accurate and smooth planning results. Compared with the state-of-the-art, the RPF method reduced the average RMSE by 9.49%. In addition, by measuring the acoustic emission distance, the three-point positioning algorithm can be used to achieve the calculation of the robot position detection in the proposed method, and the average positioning error on the spiral path is only 0.0748 ± 0.0032. |
format | Online Article Text |
id | pubmed-9998163 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-99981632023-03-10 The Path Planning and Location Method of Inspection Robot in a Large Storage Tank Bottom Wang, Yinchu Zhu, Haijiang Yu, Yue Hu, Bin Comput Intell Neurosci Research Article With the development of robot technology, inspection robots have been applied to the defect detection of large tanks. However, the existing path planning algorithm of the tank bottom detection robot is easy to fall into the local minimum, and the path is not smooth. Besides, the positioning of the tank bottom detection robot is not accurate. This article proposes a path planning and location algorithm for the large tank bottom detection robot. Specifically, we design a preset spiral path according to the shape of the tank bottom, and a rotating potential field (RPF) near the obstacle is added to avoid the problem of path planning falling into a local minimum. We obtained accurate and smooth planning results. Compared with the state-of-the-art, the RPF method reduced the average RMSE by 9.49%. In addition, by measuring the acoustic emission distance, the three-point positioning algorithm can be used to achieve the calculation of the robot position detection in the proposed method, and the average positioning error on the spiral path is only 0.0748 ± 0.0032. Hindawi 2023-03-02 /pmc/articles/PMC9998163/ /pubmed/36909973 http://dx.doi.org/10.1155/2023/3029545 Text en Copyright © 2023 Yinchu Wang 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 Wang, Yinchu Zhu, Haijiang Yu, Yue Hu, Bin The Path Planning and Location Method of Inspection Robot in a Large Storage Tank Bottom |
title | The Path Planning and Location Method of Inspection Robot in a Large Storage Tank Bottom |
title_full | The Path Planning and Location Method of Inspection Robot in a Large Storage Tank Bottom |
title_fullStr | The Path Planning and Location Method of Inspection Robot in a Large Storage Tank Bottom |
title_full_unstemmed | The Path Planning and Location Method of Inspection Robot in a Large Storage Tank Bottom |
title_short | The Path Planning and Location Method of Inspection Robot in a Large Storage Tank Bottom |
title_sort | path planning and location method of inspection robot in a large storage tank bottom |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9998163/ https://www.ncbi.nlm.nih.gov/pubmed/36909973 http://dx.doi.org/10.1155/2023/3029545 |
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