Broekman André, Van Niekerk Jacobus Oostewald, Gräbe Petrus Johannes
Department of Civil Engineering, University of Pretoria, South Africa - University of Pretoria, Lynnwood Road, Hatfield, Pretoria 0002, South Africa.
Data Brief. 2020 Nov 1;33:106471. doi: 10.1016/j.dib.2020.106471. eCollection 2020 Dec.
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.
本文展示了一个数字化扫描铁路道砟的高分辨率数据集(HRSBallast),它由108个单独的数字化样本组成。道砟样本来自南非一条重载煤炭出口线路上的铁路试验轨道段以及一个当地采石场。根据采样位置的不同,从现场装置采集的道砟样本呈现出棱角状、半棱角状和圆形等几何特征。从采石场获取的新鲜道砟在一个小型箱式试验中使用液压执行器进行反复测试,该试验是一个单独研究项目的一部分。每次测试前后都对道砟样本进行扫描,以确定几何形状的变化以及因磨损导致的材料损失。现场和实验室样本使用一台精度为40微米的基于商业(视觉同步定位与地图构建)VSLAM的高分辨率扫描仪进行数字化处理。数据集中还包括因液压执行器而破碎的样本。HRSBallast作为一个参考数据集,可用于利用离散元法(DEM)进行的颗粒介质(GM)模拟、降解或磨损建模、用于创建深度学习应用的合成数据集的数字资产、嵌入式铁路仪器以及需要高分辨率几何形状的视频游戏。