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UAS as an Inventory Tool: A Photogrammetric Approach to Volume Estimation

机译:UAS作为库存工具:采用摄影测量法进行体积估算

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摘要

Unmanned aircraft systems (UAS), also referred to as unmanned aerial vehicles (UAV) or remotely piloted vehicles (RPV), are associated with unmanned aircraft either controlled by a pilot on the ground or pre-programmed with specific flight paths. Small UASs have seen a massive increase in public interest in recent years as hobbyist platforms; they are, however, a potentially powerful tool in remote sensing and geospatial applications. Due to the increased availability of low-cost UAS, this technology could soon revolutionize many industries, including those that require volumetric estimation. Traditionally volumetric inventories have been performed with tape measurements, and in some instances where accuracy is of utmost importance, survey grade GPS and/or terrestrial light detection and ranging (LiDAR) equipment. UAS platforms can bridge a gap between traditional methods by providing accurate volume estimates quickly and efficiently along with valuable 3D digital data for a historical record. This project addressed this problem using photogrammetric techniques with an inexpensive UAS. Methods of data capture and post processing techniques were explored. Volumetric accuracies were assessed by comparing collected data against in situ reference measurements and engineering diagrams. The results show a promising future for UAS and photogrammetric volume estimation that is both cost and time efficient. Out of thirteen objects surveyed six had a relative error less than 5% and exhibited good quality 3D reconstruction. Of the remaining seven objects, four had a relative error greater than 15% and exhibited a very poor 3D reconstruction. The ability to accurately estimate volume is directly proportional to the quality of the 3D model with the highest quality scenes exhibiting the highest accuracy volume estimates. This project has demonstrated that when suitable circumstances are presented and 3D reconstruction is met with a high level of success, inexpensive UAS and photogrammetry present a powerful tool for performing volume estimation of many objects. Future efforts should include research into the optimization of equipment parameters as well as the effects and limitations of site conditions in order to improve 3D modeling and thus volume estimation.
机译:无人飞机系统(UAS),也称为无人飞行器(UAV)或遥控飞机(RPV),与无人飞机相关联,后者由地面上的飞行员控制或预先设置了特定的飞行路径。近年来,小型UAS作为业余爱好者平台已经引起了公众的极大关注。但是,它们是遥感和地理空间应用程序中潜在的强大工具。由于低成本UAS的可用性不断提高,因此这项技术可能很快会革新许多行业,包括那些需要进行体积估算的行业。传统上,体积测量是使用卷尺进行的,在某些情况下,精度是至关重要的,测量级GPS和/或地面光检测和测距(LiDAR)设备。 UAS平台可通过快速有效地提供准确的体积估算值以及用于历史记录的有价值的3D数字数据来弥合传统方法之间的鸿沟。该项目使用具有便宜的UAS的摄影测量技术解决了这个问题。探索了数据采集和后处理技术的方法。通过将收集的数据与原位参考测量值和工程图进行比较来评估体积精度。结果表明,UAS和摄影测量量估计具有广阔的前景,既节省成本又节省时间。在被调查的13个对象中,有6个的相对误差小于5%,并且具有高质量的3D重建。在其余七个对象中,四个对象的相对误差大于15%,并且3D重建效果很差。准确估算体积的能力与3D模型的质量成正比,其中3D模型的质量最高的场景展现出最高的体积估算精度。该项目证明,当提出合适的情况并成功实现3D重建时,廉价的UAS和摄影测量技术是执行许多对象的体积估算的有力工具。未来的工作应包括对设备参数的优化以及现场条件的影响和局限性进行研究,以改善3D建模,从而改善体积估算。

著录项

  • 作者

    Rhodes, Richard Kramer.;

  • 作者单位

    University of Arkansas.;

  • 授予单位 University of Arkansas.;
  • 学科 Geography.
  • 学位 M.S.
  • 年度 2017
  • 页码 114 p.
  • 总页数 114
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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