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A New Challenge: Detection of Small-Scale Falling Rocks on Transportation Roads in Open-Pit Mines

In transportation at open-pit mines, rocks dropped as a mining truck is driven will wear out the tires of the vehicle, thus increasing the mining cost. In the case of autonomous vehicles, the vehicle must automatically detect rocks on the transportation roads during the driving process. This will be...

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Detalles Bibliográficos
Autores principales: Shi, Tiandong, Zhong, Deyun, Bi, Lin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8160923/
https://www.ncbi.nlm.nih.gov/pubmed/34069730
http://dx.doi.org/10.3390/s21103548
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author Shi, Tiandong
Zhong, Deyun
Bi, Lin
author_facet Shi, Tiandong
Zhong, Deyun
Bi, Lin
author_sort Shi, Tiandong
collection PubMed
description In transportation at open-pit mines, rocks dropped as a mining truck is driven will wear out the tires of the vehicle, thus increasing the mining cost. In the case of autonomous vehicles, the vehicle must automatically detect rocks on the transportation roads during the driving process. This will be a new challenge: rough road, rocks of small size and irregular shape, long detection distance, etc. This paper presents a detection method based on light detection and ranging (lidar). It includes two stages: (1) using the modified cloth simulation method to filter out the ground points; (2) using the regional growth method based on grid division to cluster non-ground points. Experimental results show that the method can detect rocks with a size of 20–30 cm at a distance of 40 m in front of the vehicle, and it takes only 0.3 s on an ordinary personal computer (PC). This method is easy to understand, and it has fewer parameters to be adjusted. Therefore, it is a better method for detecting small, irregular obstacles on a low-speed, unstructured and rough road.
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spelling pubmed-81609232021-05-29 A New Challenge: Detection of Small-Scale Falling Rocks on Transportation Roads in Open-Pit Mines Shi, Tiandong Zhong, Deyun Bi, Lin Sensors (Basel) Article In transportation at open-pit mines, rocks dropped as a mining truck is driven will wear out the tires of the vehicle, thus increasing the mining cost. In the case of autonomous vehicles, the vehicle must automatically detect rocks on the transportation roads during the driving process. This will be a new challenge: rough road, rocks of small size and irregular shape, long detection distance, etc. This paper presents a detection method based on light detection and ranging (lidar). It includes two stages: (1) using the modified cloth simulation method to filter out the ground points; (2) using the regional growth method based on grid division to cluster non-ground points. Experimental results show that the method can detect rocks with a size of 20–30 cm at a distance of 40 m in front of the vehicle, and it takes only 0.3 s on an ordinary personal computer (PC). This method is easy to understand, and it has fewer parameters to be adjusted. Therefore, it is a better method for detecting small, irregular obstacles on a low-speed, unstructured and rough road. MDPI 2021-05-19 /pmc/articles/PMC8160923/ /pubmed/34069730 http://dx.doi.org/10.3390/s21103548 Text en © 2021 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
Shi, Tiandong
Zhong, Deyun
Bi, Lin
A New Challenge: Detection of Small-Scale Falling Rocks on Transportation Roads in Open-Pit Mines
title A New Challenge: Detection of Small-Scale Falling Rocks on Transportation Roads in Open-Pit Mines
title_full A New Challenge: Detection of Small-Scale Falling Rocks on Transportation Roads in Open-Pit Mines
title_fullStr A New Challenge: Detection of Small-Scale Falling Rocks on Transportation Roads in Open-Pit Mines
title_full_unstemmed A New Challenge: Detection of Small-Scale Falling Rocks on Transportation Roads in Open-Pit Mines
title_short A New Challenge: Detection of Small-Scale Falling Rocks on Transportation Roads in Open-Pit Mines
title_sort new challenge: detection of small-scale falling rocks on transportation roads in open-pit mines
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8160923/
https://www.ncbi.nlm.nih.gov/pubmed/34069730
http://dx.doi.org/10.3390/s21103548
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