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An Improved Robust Method for Pose Estimation of Cylindrical Parts with Interference Features
Horizontal docking assembly is a fundamental process in the aerospace assembly, where intelligent measurement and adjustable support systems are urgently needed to achieve higher automation and precision. Thus, a laser scanning approach is employed to obtain the point cloud from a laser scanning sen...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6567370/ https://www.ncbi.nlm.nih.gov/pubmed/31091821 http://dx.doi.org/10.3390/s19102234 |
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author | Zhang, Jieyu Qiu, Yuanying Duan, Xuechao Xu, Kangli Yang, Changqi |
author_facet | Zhang, Jieyu Qiu, Yuanying Duan, Xuechao Xu, Kangli Yang, Changqi |
author_sort | Zhang, Jieyu |
collection | PubMed |
description | Horizontal docking assembly is a fundamental process in the aerospace assembly, where intelligent measurement and adjustable support systems are urgently needed to achieve higher automation and precision. Thus, a laser scanning approach is employed to obtain the point cloud from a laser scanning sensor. And a method of section profile fitting is put forward to solve the pose parameters from the data cloud acquired by the laser scanning sensor. Firstly, the data is segmented into planar profiles by a series of parallel planes, and ellipse fitting is employed to estimate each center of the section profiles. Secondly, the pose of the part can be obtained through a spatial straight line fitting with these profile centers. However, there may be some interference features on the surface of the parts in the practical assembly process, which will cause negative effects to the measurement. Aiming at the interferences, a robust method improved from M-estimation and RANSAC is proposed to enhance the measurement robustness. The proportion of the inner points in a whole profile point set is set as a judgment criterion to validate each planar profile. Finally, a prototype is fabricated, a series of experiments have been conducted to verify the proposed method. |
format | Online Article Text |
id | pubmed-6567370 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-65673702019-06-17 An Improved Robust Method for Pose Estimation of Cylindrical Parts with Interference Features Zhang, Jieyu Qiu, Yuanying Duan, Xuechao Xu, Kangli Yang, Changqi Sensors (Basel) Article Horizontal docking assembly is a fundamental process in the aerospace assembly, where intelligent measurement and adjustable support systems are urgently needed to achieve higher automation and precision. Thus, a laser scanning approach is employed to obtain the point cloud from a laser scanning sensor. And a method of section profile fitting is put forward to solve the pose parameters from the data cloud acquired by the laser scanning sensor. Firstly, the data is segmented into planar profiles by a series of parallel planes, and ellipse fitting is employed to estimate each center of the section profiles. Secondly, the pose of the part can be obtained through a spatial straight line fitting with these profile centers. However, there may be some interference features on the surface of the parts in the practical assembly process, which will cause negative effects to the measurement. Aiming at the interferences, a robust method improved from M-estimation and RANSAC is proposed to enhance the measurement robustness. The proportion of the inner points in a whole profile point set is set as a judgment criterion to validate each planar profile. Finally, a prototype is fabricated, a series of experiments have been conducted to verify the proposed method. MDPI 2019-05-14 /pmc/articles/PMC6567370/ /pubmed/31091821 http://dx.doi.org/10.3390/s19102234 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhang, Jieyu Qiu, Yuanying Duan, Xuechao Xu, Kangli Yang, Changqi An Improved Robust Method for Pose Estimation of Cylindrical Parts with Interference Features |
title | An Improved Robust Method for Pose Estimation of Cylindrical Parts with Interference Features |
title_full | An Improved Robust Method for Pose Estimation of Cylindrical Parts with Interference Features |
title_fullStr | An Improved Robust Method for Pose Estimation of Cylindrical Parts with Interference Features |
title_full_unstemmed | An Improved Robust Method for Pose Estimation of Cylindrical Parts with Interference Features |
title_short | An Improved Robust Method for Pose Estimation of Cylindrical Parts with Interference Features |
title_sort | improved robust method for pose estimation of cylindrical parts with interference features |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6567370/ https://www.ncbi.nlm.nih.gov/pubmed/31091821 http://dx.doi.org/10.3390/s19102234 |
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