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Line-Features-Based Pose Estimation Method for the Disc Cutter Holder of Shield Machine
To achieve automatic disc cutter replacement of shield machines, measuring the accurate pose of the disc cutter holder by machine vision is crucial. However, under polluted and restricted illumination conditions, achieving pose estimation by vision is a great challenge. This paper proposes a line-fe...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9920199/ https://www.ncbi.nlm.nih.gov/pubmed/36772577 http://dx.doi.org/10.3390/s23031536 |
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author | Xie, Zhe Zhu, Guoli Zhang, Dailin Peng, Dandan Hu, Jinlong Sun, Yueyu |
author_facet | Xie, Zhe Zhu, Guoli Zhang, Dailin Peng, Dandan Hu, Jinlong Sun, Yueyu |
author_sort | Xie, Zhe |
collection | PubMed |
description | To achieve automatic disc cutter replacement of shield machines, measuring the accurate pose of the disc cutter holder by machine vision is crucial. However, under polluted and restricted illumination conditions, achieving pose estimation by vision is a great challenge. This paper proposes a line-features-based pose estimation method for the disc cutter holder of the shield machine by using a monocular camera. For the blurring effect of rounded corners on the image edge, a rounded edge model is established to obtain edge points that better match the 3D model of the workpiece. To obtain the edge search box corresponding to each edge, a contour separation method based on an adaptive threshold region growing method is proposed. By preprocesses on the edge points of each edge, the efficiency and the accuracy of RANSAC linear fitting are improved. The experimental result shows that the proposed pose estimation method is highly reliable and can meet the measurement accuracy requirements in practical engineering applications. |
format | Online Article Text |
id | pubmed-9920199 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99201992023-02-12 Line-Features-Based Pose Estimation Method for the Disc Cutter Holder of Shield Machine Xie, Zhe Zhu, Guoli Zhang, Dailin Peng, Dandan Hu, Jinlong Sun, Yueyu Sensors (Basel) Article To achieve automatic disc cutter replacement of shield machines, measuring the accurate pose of the disc cutter holder by machine vision is crucial. However, under polluted and restricted illumination conditions, achieving pose estimation by vision is a great challenge. This paper proposes a line-features-based pose estimation method for the disc cutter holder of the shield machine by using a monocular camera. For the blurring effect of rounded corners on the image edge, a rounded edge model is established to obtain edge points that better match the 3D model of the workpiece. To obtain the edge search box corresponding to each edge, a contour separation method based on an adaptive threshold region growing method is proposed. By preprocesses on the edge points of each edge, the efficiency and the accuracy of RANSAC linear fitting are improved. The experimental result shows that the proposed pose estimation method is highly reliable and can meet the measurement accuracy requirements in practical engineering applications. MDPI 2023-01-30 /pmc/articles/PMC9920199/ /pubmed/36772577 http://dx.doi.org/10.3390/s23031536 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Xie, Zhe Zhu, Guoli Zhang, Dailin Peng, Dandan Hu, Jinlong Sun, Yueyu Line-Features-Based Pose Estimation Method for the Disc Cutter Holder of Shield Machine |
title | Line-Features-Based Pose Estimation Method for the Disc Cutter Holder of Shield Machine |
title_full | Line-Features-Based Pose Estimation Method for the Disc Cutter Holder of Shield Machine |
title_fullStr | Line-Features-Based Pose Estimation Method for the Disc Cutter Holder of Shield Machine |
title_full_unstemmed | Line-Features-Based Pose Estimation Method for the Disc Cutter Holder of Shield Machine |
title_short | Line-Features-Based Pose Estimation Method for the Disc Cutter Holder of Shield Machine |
title_sort | line-features-based pose estimation method for the disc cutter holder of shield machine |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9920199/ https://www.ncbi.nlm.nih.gov/pubmed/36772577 http://dx.doi.org/10.3390/s23031536 |
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