Expanding infrastructure and growing anthropogenic impacts along Arctic coasts

The accelerating climatic changes and new infrastructure development across the Arctic require more robust risk and environmental assessment, but thus far there is no consistent record of human impact. We provide a first panarctic satellite-based record of expanding infrastructure and anthropogenic...

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Published in:Environmental Research Letters
Main Authors: Annett Bartsch, Georg Pointner, Ingmar Nitze, Aleksandra Efimova, Dan Jakober, Sarah Ley, Elin Högström, Guido Grosse, Peter Schweitzer
Format: Article in Journal/Newspaper
Language:English
Published: IOP Publishing 2021
Subjects:
Q
Online Access:https://doi.org/10.1088/1748-9326/ac3176
https://doaj.org/article/84b2cb13385040ea889e95f99134e54d
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spelling ftdoajarticles:oai:doaj.org/article:84b2cb13385040ea889e95f99134e54d 2023-09-05T13:16:51+02:00 Expanding infrastructure and growing anthropogenic impacts along Arctic coasts Annett Bartsch Georg Pointner Ingmar Nitze Aleksandra Efimova Dan Jakober Sarah Ley Elin Högström Guido Grosse Peter Schweitzer 2021-01-01T00:00:00Z https://doi.org/10.1088/1748-9326/ac3176 https://doaj.org/article/84b2cb13385040ea889e95f99134e54d EN eng IOP Publishing https://doi.org/10.1088/1748-9326/ac3176 https://doaj.org/toc/1748-9326 doi:10.1088/1748-9326/ac3176 1748-9326 https://doaj.org/article/84b2cb13385040ea889e95f99134e54d Environmental Research Letters, Vol 16, Iss 11, p 115013 (2021) Arctic permafrost settlements infrastructure remote sensing machine learning Environmental technology. Sanitary engineering TD1-1066 Environmental sciences GE1-350 Science Q Physics QC1-999 article 2021 ftdoajarticles https://doi.org/10.1088/1748-9326/ac3176 2023-08-13T00:37:02Z The accelerating climatic changes and new infrastructure development across the Arctic require more robust risk and environmental assessment, but thus far there is no consistent record of human impact. We provide a first panarctic satellite-based record of expanding infrastructure and anthropogenic impacts along all permafrost affected coasts (100 km buffer, ≈6.2 Mio km ^2 ), named the Sentinel-1/2 derived Arctic Coastal Human Impact (SACHI) dataset. The completeness and thematic content goes beyond traditional satellite based approaches as well as other publicly accessible data sources. Three classes are considered: linear transport infrastructure (roads and railways), buildings, and other impacted area. C-band synthetic aperture radar and multi-spectral information (2016–2020) is exploited within a machine learning framework (gradient boosting machines and deep learning) and combined for retrieval with 10 m nominal resolution. In total, an area of 1243 km ^2 constitutes human-built infrastructure as of 2016–2020. Depending on region, SACHI contains 8%–48% more information (human presence) than in OpenStreetMap. 221 (78%) more settlements are identified than in a recently published dataset for this region. 47% is not covered in a global night-time light dataset from 2016. At least 15% (180 km ^2 ) correspond to new or increased detectable human impact since 2000 according to a Landsat-based normalized difference vegetation index trend comparison within the analysis extent. Most of the expanded presence occurred in Russia, but also some in Canada and US. 31% and 5% of impacted area associated predominantly with oil/gas and mining industry respectively has appeared after 2000. 55% of the identified human impacted area will be shifting to above 0 ^∘ C ground temperature at two meter depth by 2050 if current permafrost warming trends continue at the pace of the last two decades, highlighting the critical importance to better understand how much and where Arctic infrastructure may become threatened by permafrost ... Article in Journal/Newspaper Arctic permafrost Directory of Open Access Journals: DOAJ Articles Arctic Canada The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983) Environmental Research Letters 16 11 115013
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Arctic
permafrost
settlements
infrastructure
remote sensing
machine learning
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
spellingShingle Arctic
permafrost
settlements
infrastructure
remote sensing
machine learning
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
Annett Bartsch
Georg Pointner
Ingmar Nitze
Aleksandra Efimova
Dan Jakober
Sarah Ley
Elin Högström
Guido Grosse
Peter Schweitzer
Expanding infrastructure and growing anthropogenic impacts along Arctic coasts
topic_facet Arctic
permafrost
settlements
infrastructure
remote sensing
machine learning
Environmental technology. Sanitary engineering
TD1-1066
Environmental sciences
GE1-350
Science
Q
Physics
QC1-999
description The accelerating climatic changes and new infrastructure development across the Arctic require more robust risk and environmental assessment, but thus far there is no consistent record of human impact. We provide a first panarctic satellite-based record of expanding infrastructure and anthropogenic impacts along all permafrost affected coasts (100 km buffer, ≈6.2 Mio km ^2 ), named the Sentinel-1/2 derived Arctic Coastal Human Impact (SACHI) dataset. The completeness and thematic content goes beyond traditional satellite based approaches as well as other publicly accessible data sources. Three classes are considered: linear transport infrastructure (roads and railways), buildings, and other impacted area. C-band synthetic aperture radar and multi-spectral information (2016–2020) is exploited within a machine learning framework (gradient boosting machines and deep learning) and combined for retrieval with 10 m nominal resolution. In total, an area of 1243 km ^2 constitutes human-built infrastructure as of 2016–2020. Depending on region, SACHI contains 8%–48% more information (human presence) than in OpenStreetMap. 221 (78%) more settlements are identified than in a recently published dataset for this region. 47% is not covered in a global night-time light dataset from 2016. At least 15% (180 km ^2 ) correspond to new or increased detectable human impact since 2000 according to a Landsat-based normalized difference vegetation index trend comparison within the analysis extent. Most of the expanded presence occurred in Russia, but also some in Canada and US. 31% and 5% of impacted area associated predominantly with oil/gas and mining industry respectively has appeared after 2000. 55% of the identified human impacted area will be shifting to above 0 ^∘ C ground temperature at two meter depth by 2050 if current permafrost warming trends continue at the pace of the last two decades, highlighting the critical importance to better understand how much and where Arctic infrastructure may become threatened by permafrost ...
format Article in Journal/Newspaper
author Annett Bartsch
Georg Pointner
Ingmar Nitze
Aleksandra Efimova
Dan Jakober
Sarah Ley
Elin Högström
Guido Grosse
Peter Schweitzer
author_facet Annett Bartsch
Georg Pointner
Ingmar Nitze
Aleksandra Efimova
Dan Jakober
Sarah Ley
Elin Högström
Guido Grosse
Peter Schweitzer
author_sort Annett Bartsch
title Expanding infrastructure and growing anthropogenic impacts along Arctic coasts
title_short Expanding infrastructure and growing anthropogenic impacts along Arctic coasts
title_full Expanding infrastructure and growing anthropogenic impacts along Arctic coasts
title_fullStr Expanding infrastructure and growing anthropogenic impacts along Arctic coasts
title_full_unstemmed Expanding infrastructure and growing anthropogenic impacts along Arctic coasts
title_sort expanding infrastructure and growing anthropogenic impacts along arctic coasts
publisher IOP Publishing
publishDate 2021
url https://doi.org/10.1088/1748-9326/ac3176
https://doaj.org/article/84b2cb13385040ea889e95f99134e54d
long_lat ENVELOPE(73.317,73.317,-52.983,-52.983)
geographic Arctic
Canada
The Sentinel
geographic_facet Arctic
Canada
The Sentinel
genre Arctic
permafrost
genre_facet Arctic
permafrost
op_source Environmental Research Letters, Vol 16, Iss 11, p 115013 (2021)
op_relation https://doi.org/10.1088/1748-9326/ac3176
https://doaj.org/toc/1748-9326
doi:10.1088/1748-9326/ac3176
1748-9326
https://doaj.org/article/84b2cb13385040ea889e95f99134e54d
op_doi https://doi.org/10.1088/1748-9326/ac3176
container_title Environmental Research Letters
container_volume 16
container_issue 11
container_start_page 115013
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