High-resolution mapping of soil pollution by Cu and Ni at a polar industrial barren area using proximal and remote sensing

Industrial pollution by potentially toxic elements (PTE) remains a key environmental threat, resulting in soil and ecosystem degradation. Remediation of the industrial barrens is challenging in polar regions, where plant growth is hampered by severe climatic conditions. High-resolution mapping of soil pollution is needed to support soil remediation and management projects. The distribution of nickel (Ni) and copper (Cu) was analyzed in the topsoil within the industrial barren around the Ni and Cu smelter in Kola Peninsula, Russia using a field-portable XRF analyzer. Bulk Cu and Ni contents were measured at 84 observation points within the area of two hectares planned for remediation. The PTE content varied between 0.2 and 9.0 g kg−1 for Cu and between 0.2 and 21 g kg−1 for Ni. The area was surveyed with unmanned aerial vehicles and differential global navigation satellite systems to obtain a high-accuracy digital terrain model for exploring the factors behind the spatial variability. Field observations were interpolated by regression kriging with different input resolution of auxiliary data (0.5–1.0–1.5–2.0 m) and different regression models (gradient boosting machines and multiple linear regression). Model performance and validation showed that 1.0–1.5 m resolution of auxiliary data were the best for projecting Cu and Ni topsoil contents within the study site. The soil type and topographic wetness index were the most important variables explaining Cu and Ni content variability. © 2022 John Wiley & Sons, Ltd.

Authors
Dvornikov Y. 1 , Slukovskaya M. 1, 2, 3 , Yaroslavtsev A. 1, 4 , Meshalkina J.4, 5 , Ryazanov A. 1 , Sarzhanov D. 1 , Vasenev V. 6
Publisher
John Wiley and Sons Ltd
Number of issue
10
Language
English
Pages
1731-1744
Status
Published
Volume
33
Year
2022
Organizations
  • 1 Department of Landscape Design and Sustainable Ecosystems Agrarian-Technological Institute, Peoples' Friendship University of Russia, Moscow, Russian Federation
  • 2 Tananaev Institute of Chemistry and Technology of Rare Elements and Mineral Raw Materials, Kola Science Centre, Russian Academy of Sciences, Apatity, Russian Federation
  • 3 Laboratory of Nature-inspired Technologies and Environmental Safety of the Arctic region, Kola Science Centre, Russian Academy of Sciences, Apatity, Russian Federation
  • 4 Department of Ecology, Russian State Agrarian University - Moscow Timiryazev Agricultural Academy, Moscow, Russian Federation
  • 5 Soil Science Faculty, Lomonosov Moscow State University, Moscow, Russian Federation
  • 6 Soil Geography and Landscape Group, Wageningen University, Wageningen, Netherlands
Keywords
gradient boosting machines; industrial barren area; polar regions; potentially toxic metals; technogenic soils; unmanned aerial vehicle
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