HRSBallast: A high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballast

A high-resolution dataset of digitally scanned railway ballast (HRSBallast) is presented, consisting of 108 individual, digitised samples. The ballast samples were sourced from both a railway test track section located on a heavy haul coal export line in South Africa and a local quarry. The sampled...

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Main Authors: André Broekman, Jacobus Oostewald Van Niekerk, Petrus Johannes Gräbe
Format: Article
Language:English
Published: Elsevier 2020-12-01
Series:Data in Brief
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2352340920313536
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spelling doaj-39c41c65c5b14b0bade8c6e3d841df022020-12-21T04:44:34ZengElsevierData in Brief2352-34092020-12-0133106471HRSBallast: A high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballastAndré Broekman0Jacobus Oostewald Van Niekerk1Petrus Johannes Gräbe2Corresponding author.; Department of Civil Engineering, University of Pretoria, South Africa - University of Pretoria, Lynnwood Road, Hatfield, Pretoria 0002, South AfricaDepartment of Civil Engineering, University of Pretoria, South Africa - University of Pretoria, Lynnwood Road, Hatfield, Pretoria 0002, South AfricaDepartment of Civil Engineering, University of Pretoria, South Africa - University of Pretoria, Lynnwood Road, Hatfield, Pretoria 0002, South AfricaA high-resolution dataset of digitally scanned railway ballast (HRSBallast) is presented, consisting of 108 individual, digitised samples. The ballast samples were sourced from both a railway test track section located on a heavy haul coal export line in South Africa and a local quarry. The sampled ballast from the field installation represent angular, semi-angular and rounded geometric features depending on the sampled location. The fresh ballast sourced from the quarry was iteratively tested using a hydraulic actuator in a small-scale box test which forms part of a separate research project. The ballast samples were scanned before and after every test to ascertain the changes in geometry, in addition to the loss of material due to attrition. The field and laboratory samples were digitised using a high-resolution, commercial (Visual Simultaneous Localization and Mapping) VSLAM-based scanner with a 40-micrometre accuracy. Samples which were fractured by the hydraulic actuator are also included in the dataset. HRSBallast serves as a reference dataset for granular media (GM) simulations utilizing DEM (discrete element method), degradation or wear modelling, digital assets for the creation of synthetic datasets for deep learning applications, embedded railway instrumentation and video games requiring high-resolution geometry.http://www.sciencedirect.com/science/article/pii/S2352340920313536Railway ballastDigitised ballastVSLAMDiscrete element modellingBlender
collection DOAJ
language English
format Article
sources DOAJ
author André Broekman
Jacobus Oostewald Van Niekerk
Petrus Johannes Gräbe
spellingShingle André Broekman
Jacobus Oostewald Van Niekerk
Petrus Johannes Gräbe
HRSBallast: A high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballast
Data in Brief
Railway ballast
Digitised ballast
VSLAM
Discrete element modelling
Blender
author_facet André Broekman
Jacobus Oostewald Van Niekerk
Petrus Johannes Gräbe
author_sort André Broekman
title HRSBallast: A high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballast
title_short HRSBallast: A high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballast
title_full HRSBallast: A high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballast
title_fullStr HRSBallast: A high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballast
title_full_unstemmed HRSBallast: A high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballast
title_sort hrsballast: a high-resolution dataset featuring scanned angular, semi-angular and rounded railway ballast
publisher Elsevier
series Data in Brief
issn 2352-3409
publishDate 2020-12-01
description A high-resolution dataset of digitally scanned railway ballast (HRSBallast) is presented, consisting of 108 individual, digitised samples. The ballast samples were sourced from both a railway test track section located on a heavy haul coal export line in South Africa and a local quarry. The sampled ballast from the field installation represent angular, semi-angular and rounded geometric features depending on the sampled location. The fresh ballast sourced from the quarry was iteratively tested using a hydraulic actuator in a small-scale box test which forms part of a separate research project. The ballast samples were scanned before and after every test to ascertain the changes in geometry, in addition to the loss of material due to attrition. The field and laboratory samples were digitised using a high-resolution, commercial (Visual Simultaneous Localization and Mapping) VSLAM-based scanner with a 40-micrometre accuracy. Samples which were fractured by the hydraulic actuator are also included in the dataset. HRSBallast serves as a reference dataset for granular media (GM) simulations utilizing DEM (discrete element method), degradation or wear modelling, digital assets for the creation of synthetic datasets for deep learning applications, embedded railway instrumentation and video games requiring high-resolution geometry.
topic Railway ballast
Digitised ballast
VSLAM
Discrete element modelling
Blender
url http://www.sciencedirect.com/science/article/pii/S2352340920313536
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