A SEM-based method to determine the mineralogical composition and the particle size distribution of suspended sediment

被引:8
|
作者
Pinet, Sylvain [1 ]
Lartiges, Bruno [1 ]
Martinez, Jean-Michel [1 ,2 ]
Ouillon, Sylvain [3 ]
机构
[1] Univ Toulouse Paul Sabatier, CNRS, IRD, Geosci Environm Toulouse, 14 Av E Belin, F-31400 Toulouse, France
[2] Univ Brasilia, ICC Ctr, Inst Geosciencias, Campus Univ Darcy Ribeiro, BR-70910900 Brasilia, DF, Brazil
[3] Univ Toulouse, LEGOS, 14 Av E Belin, F-31400 Toulouse, France
关键词
Mineralogy; Scanning Electron Microscopy; Suspended sediment; Machine learning; Particle size distribution; AMAZON RIVER; CLAY-MINERALS; SURFACE SEDIMENTS; DISSOLVED SOLIDS; BASINS; GEOCHEMISTRY; DENUDATION; TRANSPORT; EROSION; CHANNEL;
D O I
10.1016/j.ijsrc.2018.10.005
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A robust method for characterizing the mineralogy of suspended sediment in continental rivers is introduced. It encompasses 3 steps: the filtration of a few milliliters of water, measurements of X-ray energy dispersive spectra using Scanning Electron Microscopy (SEM), and robust machine learning tools of classification. The method is applied to suspended particles collected from various Amazonian rivers. A total of more than 204,000 particles were analyzed by SEM-EDXS (Energy Dispersive X-ray Spectroscopy), i.e. about 15,700 particles per sampling station, which lead to the identification of 15 distinct groups of mineralogical phases. The size distribution of particles collected on the filters was derived from the SEM micrographs taken in the backscattered electron imaging mode and analyzed with ImageJ freeware. The determination of the main mineralogical groups composing the bulk sediment associated with physical parameters such as particle size distribution or aspect ratio allows a precise characterization of the load of the terrigenous particles in rivers or lakes. In the case of the Amazonian rivers investigated, the results show that the identified mineralogies are consistent with previous studies as well as between the different samples collected. The method enabled the evolution of grain size distribution from fine to coarse material to be described in the water column. Implications about hydrodynamic sorting of mineral particles in the water column are also briefly discussed. The proposed method appears well suited for intensive routine monitoring of suspended sediment in river systems. (C) 2018 International Research and Training Centre on Erosion and Sedimentation/the World Association for Sedimentation and Erosion Research. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:85 / 94
页数:10
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