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Research on track fastener positioning method based on local unidirectional template matching

Commonly used fastener positioning methods include pixel statistics (PS) method and template matching (TM) method. For the PS method, it is difficult to judge the image segmentation threshold due to the complex background of the track. For the TM method, the search in both directions of the global i...

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Autores principales: Li, Liang, Lv, Zhaomin, Chen, Xingjie, Qiu, Yijin, Li, Liming, Ma, Anqi, Zheng, Shubin, Chai, Xiaodong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10454890/
https://www.ncbi.nlm.nih.gov/pubmed/34143708
http://dx.doi.org/10.1177/00368504211026131
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author Li, Liang
Lv, Zhaomin
Chen, Xingjie
Qiu, Yijin
Li, Liming
Ma, Anqi
Zheng, Shubin
Chai, Xiaodong
author_facet Li, Liang
Lv, Zhaomin
Chen, Xingjie
Qiu, Yijin
Li, Liming
Ma, Anqi
Zheng, Shubin
Chai, Xiaodong
author_sort Li, Liang
collection PubMed
description Commonly used fastener positioning methods include pixel statistics (PS) method and template matching (TM) method. For the PS method, it is difficult to judge the image segmentation threshold due to the complex background of the track. For the TM method, the search in both directions of the global is easily affected by complex background, as a result, the locating accuracy of fasteners is low. To solve the above problems, this paper combines the PS method with the TM method and proposes a new fastener positioning method called local unidirectional template matching (LUTM). First, the rail positioning is achieved by the PS method based on the gray-scale vertical projection. Then, based on the prior knowledge, the image of the rail and the surrounding area of the rail is obtained which is referred to as the 1-shaped rail image; then, the 1-shaped rail image and the produced offline symmetrical fastener template is pre-processed. Finally, the symmetrical fastener template image is searched from top to bottom along the rail and the correlation is calculated to realize the fastener positioning. Experiments have proved that the method in this paper can effectively realize the accurate locating of the fastener for ballastless track and ballasted track at the same time.
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spelling pubmed-104548902023-08-26 Research on track fastener positioning method based on local unidirectional template matching Li, Liang Lv, Zhaomin Chen, Xingjie Qiu, Yijin Li, Liming Ma, Anqi Zheng, Shubin Chai, Xiaodong Sci Prog Review Commonly used fastener positioning methods include pixel statistics (PS) method and template matching (TM) method. For the PS method, it is difficult to judge the image segmentation threshold due to the complex background of the track. For the TM method, the search in both directions of the global is easily affected by complex background, as a result, the locating accuracy of fasteners is low. To solve the above problems, this paper combines the PS method with the TM method and proposes a new fastener positioning method called local unidirectional template matching (LUTM). First, the rail positioning is achieved by the PS method based on the gray-scale vertical projection. Then, based on the prior knowledge, the image of the rail and the surrounding area of the rail is obtained which is referred to as the 1-shaped rail image; then, the 1-shaped rail image and the produced offline symmetrical fastener template is pre-processed. Finally, the symmetrical fastener template image is searched from top to bottom along the rail and the correlation is calculated to realize the fastener positioning. Experiments have proved that the method in this paper can effectively realize the accurate locating of the fastener for ballastless track and ballasted track at the same time. SAGE Publications 2021-06-18 /pmc/articles/PMC10454890/ /pubmed/34143708 http://dx.doi.org/10.1177/00368504211026131 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Review
Li, Liang
Lv, Zhaomin
Chen, Xingjie
Qiu, Yijin
Li, Liming
Ma, Anqi
Zheng, Shubin
Chai, Xiaodong
Research on track fastener positioning method based on local unidirectional template matching
title Research on track fastener positioning method based on local unidirectional template matching
title_full Research on track fastener positioning method based on local unidirectional template matching
title_fullStr Research on track fastener positioning method based on local unidirectional template matching
title_full_unstemmed Research on track fastener positioning method based on local unidirectional template matching
title_short Research on track fastener positioning method based on local unidirectional template matching
title_sort research on track fastener positioning method based on local unidirectional template matching
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10454890/
https://www.ncbi.nlm.nih.gov/pubmed/34143708
http://dx.doi.org/10.1177/00368504211026131
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