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A Method for Reconstruction of Size Distributions from 3D Drone Image Analysis: A Case Study

Pablo Segarra, José A. Sanchidrián, Markus Pötsch, Luis Iglesias, Santiago Muñiz Gómez, Andreas Gaich, Maurizio Bernardini

2024Rock Mechanics and Rock Engineering10 citationsDOIOpen Access PDF

Abstract

Abstract This paper describes a novel procedure to assess fragmentation from automatic analysis of 3D photogrammetric models with a commercial software. The muckpiles from 12 blasts were photographed with a conventional drone to build 3D photogrammetric models; the flights were made with a relatively constant ground sampling distance (GSD) of 6.2 sd 0.92 mm (mean and standard deviation, respectively). A comparison with already published mass-based size distributions from 11 of these blasts, shows a good performance of automatic 3D-fragmentation measurements in the coarse range ( P ≥ 60%), while deviations between mass-based and 3D model fragmentation analysis grow towards the central-fines range. As a solution, the Swebrec function is fitted to the reliable part of the size distributions, well above the GSD, and then is extended towards the fines, down to a percentage passing of 5–10%. The suitable fitting range is obtained iteratively from the mass-based fragmentation data; the lower fragment size considered is independent of the model’s resolution (i.e. GSD) with mean of 357 mm (equivalent to a passing in the range 66–86%, and well above the GSD of our models). The resulting distributions match properly mass-based size distributions with relative errors in percentile sizes of 15.5 sd 3.4%, and they can be represented with the simplest form of the fragmentation-energy-fan. As a guideline for reconstruction of size distributions and fines assessment when mass-based data is not available, the lower-fitting limit of 357 mm yields reasonable results (mean errors in pass in the range 5–36%) for the present case. The errors are limited enough to keep a sound description of the variation of fragmentation with change in blast design.

Topics & Concepts

PhotogrammetryPercentileStandard deviationRange (aeronautics)Fragmentation (computing)MathematicsStatisticsGeometryAlgorithmComputer scienceMaterials scienceArtificial intelligenceComposite materialOperating system3D Surveying and Cultural HeritageRemote Sensing and LiDAR ApplicationsArchaeological Research and Protection
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