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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...

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Detalles Bibliográficos
Autores principales: Xie, Zhe, Zhu, Guoli, Zhang, Dailin, Peng, Dandan, Hu, Jinlong, Sun, Yueyu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
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.
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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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