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 so...

Full description

Bibliographic Details
Published in:Land Degradation & Development
Main Authors: Dvornikov, Yury, Slukovskaya, Marina, Yaroslavtsev, Alexey, Meshalkina, Joulia, Ryazanov, Alexey, Sarzhanov, Dmitrii, Vasenev, Vyacheslav
Format: Article in Journal/Newspaper
Language:English
Published: 2022
Subjects:
Online Access:https://research.wur.nl/en/publications/high-resolution-mapping-of-soil-pollution-by-cu-and-ni-at-a-polar
https://doi.org/10.1002/ldr.4261
id ftunivwagenin:oai:library.wur.nl:wurpubs/598025
record_format openpolar
spelling ftunivwagenin:oai:library.wur.nl:wurpubs/598025 2024-04-28T08:27:33+00:00 High-resolution mapping of soil pollution by Cu and Ni at a polar industrial barren area using proximal and remote sensing Dvornikov, Yury Slukovskaya, Marina Yaroslavtsev, Alexey Meshalkina, Joulia Ryazanov, Alexey Sarzhanov, Dmitrii Vasenev, Vyacheslav 2022 application/pdf https://research.wur.nl/en/publications/high-resolution-mapping-of-soil-pollution-by-cu-and-ni-at-a-polar https://doi.org/10.1002/ldr.4261 en eng https://edepot.wur.nl/571051 https://research.wur.nl/en/publications/high-resolution-mapping-of-soil-pollution-by-cu-and-ni-at-a-polar doi:10.1002/ldr.4261 Wageningen University & Research Land Degradation and Development 33 (2022) 10 ISSN: 1085-3278 gradient boosting machines industrial barren area polar regions potentially toxic metals technogenic soils unmanned aerial vehicle Article/Letter to editor 2022 ftunivwagenin https://doi.org/10.1002/ldr.4261 2024-04-03T14:51:38Z 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. Article in Journal/Newspaper kola peninsula Wageningen UR (University & Research Centre): Digital Library Land Degradation & Development
institution Open Polar
collection Wageningen UR (University & Research Centre): Digital Library
op_collection_id ftunivwagenin
language English
topic gradient boosting machines
industrial barren area
polar regions
potentially toxic metals
technogenic soils
unmanned aerial vehicle
spellingShingle gradient boosting machines
industrial barren area
polar regions
potentially toxic metals
technogenic soils
unmanned aerial vehicle
Dvornikov, Yury
Slukovskaya, Marina
Yaroslavtsev, Alexey
Meshalkina, Joulia
Ryazanov, Alexey
Sarzhanov, Dmitrii
Vasenev, Vyacheslav
High-resolution mapping of soil pollution by Cu and Ni at a polar industrial barren area using proximal and remote sensing
topic_facet gradient boosting machines
industrial barren area
polar regions
potentially toxic metals
technogenic soils
unmanned aerial vehicle
description 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.
format Article in Journal/Newspaper
author Dvornikov, Yury
Slukovskaya, Marina
Yaroslavtsev, Alexey
Meshalkina, Joulia
Ryazanov, Alexey
Sarzhanov, Dmitrii
Vasenev, Vyacheslav
author_facet Dvornikov, Yury
Slukovskaya, Marina
Yaroslavtsev, Alexey
Meshalkina, Joulia
Ryazanov, Alexey
Sarzhanov, Dmitrii
Vasenev, Vyacheslav
author_sort Dvornikov, Yury
title High-resolution mapping of soil pollution by Cu and Ni at a polar industrial barren area using proximal and remote sensing
title_short High-resolution mapping of soil pollution by Cu and Ni at a polar industrial barren area using proximal and remote sensing
title_full High-resolution mapping of soil pollution by Cu and Ni at a polar industrial barren area using proximal and remote sensing
title_fullStr High-resolution mapping of soil pollution by Cu and Ni at a polar industrial barren area using proximal and remote sensing
title_full_unstemmed High-resolution mapping of soil pollution by Cu and Ni at a polar industrial barren area using proximal and remote sensing
title_sort high-resolution mapping of soil pollution by cu and ni at a polar industrial barren area using proximal and remote sensing
publishDate 2022
url https://research.wur.nl/en/publications/high-resolution-mapping-of-soil-pollution-by-cu-and-ni-at-a-polar
https://doi.org/10.1002/ldr.4261
genre kola peninsula
genre_facet kola peninsula
op_source Land Degradation and Development 33 (2022) 10
ISSN: 1085-3278
op_relation https://edepot.wur.nl/571051
https://research.wur.nl/en/publications/high-resolution-mapping-of-soil-pollution-by-cu-and-ni-at-a-polar
doi:10.1002/ldr.4261
op_rights Wageningen University & Research
op_doi https://doi.org/10.1002/ldr.4261
container_title Land Degradation & Development
_version_ 1797586437476974592