Arctic Coastal Human Impact dataset (SACHI) derived from Sentinel-1/2, 2016-2020, Circum-Arctic

Bartsch, Annett; Widhalm, Barbara; von Baeckmann, Clemens; Efimova, Aleksandra; Tanguy, Rodrigue; Pointner, Georg

The SACHI (Sentinel-1/2 derived Arctic Coastal Human Impact) V1 dataset was developed as part of the HORIZON2020 project Nunataryuk by b.geos (www.bgeos.com). V1 covered a 100km buffer from the Arctic Coast (land area), for areas with permafrost near the coast. V2 has been prepared as part of the ESA project EO4PAC. It covers additional selected areas extending the coverage to the south. It is based on Sentinel-1 and Sentinel-2 data from 2016-2020 using the algorithms described in Bartsch et al. (2020). V1 is a supplement to Bartsch et al. (2023) and V2 to Tanguy et al. (2024).

V2 consists of two shape files.

1) SACHI_v2.shp - all identified objects with infrastructure/impact classes and auxiliary information 2) SACHI_v2_granules_acquisition_dates - processed Sentinel-2 granule extent polygons with dates of all used input data

Dataset reference: see Zenodo "Sentinel-1/2 derived Arctic Coastal Human Impact dataset (SACHI) v2" (zenodo.org)

Description of fields in SACHI_v2.shp:

class: SACHI class value. 11=linear transport infrastructure (asphalt), 12=linear transport infrastructure (gravel), 13=linear transport infrastructure (undefined), 20=buildings (and other constructions such as bridges), 30=other impacted area (includes gravel pads, mining sites), 40=airstrip, 50=reservoir or other water body impacted by human activities

Description of fields in SACHI_v2_granules_acquisition_dates.shp:

S2_date1 to S2_date3 - dates of individual Sentinel-2 images used for averaging S1_winter - year(s) of Sentinel-1 images used for averaging (months December and/or January)

Notes

Further support was received by ESA EO4PAC for v2, by ESA CCI+ Permafrost, HGF AI-CORE, and NSF Permafrost DiscoveryGateway for v1. The processing scheme was developed on a highly performant virtual machine (VM) provided by the Copernicus Research and User Support (RUS). Results are based on modified Copernicus data from 2016 to 2020.

Citation

In order to use these data, you must cite this data set with the following citation: Bartsch, A., Widhalm, B., von Baeckmann, C., Efimova, A., Tanguy, R., & Pointner, G. (2023). Sentinel-1/2 derived Arctic Coastal Human Impact dataset (SACHI) (v2.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.10160636

Kontakt

Bartsch, Annett

Metadaten-Zugang

DCAT in RDF/XML-Format

DCAT in Turtle-Format

DCAT in JSON-LD-Format

APGC Dataset Metadata in JSON-Format

Daten und Ressourcen

Zusätzliche Informationen

Feld Wert
Identifikator DOI:10.5281/zenodo.10160636
Projekt(e) ESA EO4PAC - Earth Observation of permafrost affected Arctic Coasts, CHARTER – Drivers and Feedbacks of Changes in Arctic Terrestrial Biodiversity, Nunataryuk – Permafrost thaw and the changing arctic coast: science for socio-economic adaptation
Institut b.geos
Quelle https://doi.org/10.5281/zenodo.10160636
Publikationsdatum 2023-11-20
Version v2.0
Produkt Arctic Coastal Human Impact dataset
Sensor(en) Sentinel-1/2
Dateien
  1. SACHI_v2.shp - all identified objects with infrastructure/impact classes and auxiliary information
  2. SACHI_v2_granules_acquisition_dates.shp - processed Sentinel-2 granule extent polygons with dates of all used input data
Variablen [Einheiten]
  1. DN: SACHI class value. 11=linear transport infrastructure (asphalt), 12=linear transport infrastructure (gravel), 13=linear transport infrastructure (undefined), 20=buildings (and other constructions such as bridges), 30=other impacted area (includes gravel pads, mining sites), 40=airstrip, 50=reservoir or other water body impacted by human activities
  2. S2_date1 to S2_date3: dates of individual Sentinel-2 images used for averaging
  3. S1_winter: year(s) of Sentinel-1 images used for averaging (months December and/or January)
Region Circum-Arctic
Räumlicher Bezug EPSG:3995 WGS 84/Arctic Polar Stereographic
Räumliche Auflösung
Räumliche Abdeckung Latitude 54.017542 to 82.852920, Longitude -180.000000 to 180.000000
Zeitliche Abdeckung 2016 to 2020
Zeitliche Auflösung
Format Shapefile
Is Supplement To

Bartsch, A., G. Pointner, I. Nitze, A. Efimova, D. Jakober, S. Ley, E. Högström, G. Grosse, P. Schweitzer (2021): Expanding infrastructure and growing anthropogenic impacts along Arctic coasts. Environmental Research Letters. https://doi.org/10.1088/1748-9326/ac3176

Zusammenhang mit

Bartsch, A., Pointner, G., Ingeman-Nielsen, T. & Lu, W. (2020), ‘Towards circumpolar mapping of Arctic settlements and infrastructure based on Sentinel-1 and Sentinel-2’, Remote Sensing 12(15), 2368.

Rodrigue Tanguy. Exposure of Arctic coastal settlements to coastal erosion and permafrost warming. ESS Open Archive. February 02, 2024. DOI: 10.22541/essoar.170688733.32243683/v1

Bartsch, A., Pointner, G., & Nitze, I. (2021). Sentinel-1/2 derived Arctic Coastal Human Impact dataset (SACHI) (Version 1) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.4925911

Ausdehnung des Datensatzes