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Dataset

 

Greenland 1980 and 2010s landcover grids from Landsat 5 and Landsat 8

Update Frequency: Not Planned
Latest Data Update: 2024-05-14
Status: Completed
Online Status: ONLINE
Publication State: Published
Publication Date: 2024-06-13
Download Stats: last 12 months
Dataset Size: 2 Files | 881MB

Abstract

This dataset consists of two landcover grids representing Greenland in the late 1980s and late 2010s, utilising Landsat 5 Thematic Mapper Top-Of-Atmosphere (TM TOA) and Landsat 8 Operational Land Imager Top-Of-Atmosphere (OLI TOA) imagery respectively.
The data creation involved rigorous preprocessing and image classification methodologies, detailed extensively in the paper by Grimes, M., Carrivick, J.L., Smith, M.W., et al. (2024), "Land cover changes across Greenland dominated by a doubling of vegetation in three decades," Sci Rep, 14, 3120. DOI: 10.1038/s41598-024-52124-1. The full methodology is also discussed in the supplementary material of the publication.

The resultant .tif grids are in integer format with values from 1 to 9 representing landcover class:
1 - Bad data/Cloud/Shadow
2 - Snow and Ice
3 - Wet ice and meltwater
4 - Freshwater
5 - Coarse sediment
6 - Fine-grained sediment
7 - Bedrock
8 - Tundra vegetation
9 - Dense/wet vegetation
The tif grids were produced using Google Earth Engine. All summer Landsat imagery was filtered by metadata, followed by topographical correction, resulting in a best-pixel mosaic for Greenland's periphery. Band ratios (NDSI, NDVI, NDWI) were computed and stacked with visible, NIR, and SWIR bands. A principal component analysis was conducted, retaining the first six principal components as bands, which were subsequently classified using a K-means clusterer and refined with a supervised random-forest classifier and a slope threshold was applied to discriminate shadows from dark water bodies more effective.
This dataset was generated through a NERC-funded PhD project at the University of Leeds (Grant NE/L002574/1).

Citable as:  Grimes, M.; Carrivick, J.; Smith, M.; Comber, A. (2024): Greenland 1980 and 2010s landcover grids from Landsat 5 and Landsat 8. NERC EDS Centre for Environmental Data Analysis, date of citation. https://catalogue.ceda.ac.uk/uuid/667a2328d2b04f02b653569975f53f55/
Abbreviation: Not defined
Keywords: landcover, classification, greenland, climate

Details

Previous Info:
No news update for this record
Previously used record identifiers:
No related previous identifiers.
Access rules:
Public data: access to these data is available to both registered and non-registered users.
Use of these data is covered by the following licence(s):
http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
When using these data you must cite them correctly using the citation given on the CEDA Data Catalogue record.
Data lineage:

The data creation involved rigorous preprocessing and image classification methodologies and the full methodology is discussed in the supplementary material of the publication Grimes, M., Carrivick, J.L., Smith, M.W., et al. (2024), "Land cover changes across Greenland dominated by a doubling of vegetation in three decades," Sci Rep, 14, 3120. DOI: 10.1038/s41598-024-52124-1.
Briefly, the tif grids were produced using Google Earth Engine. All summer Landsat imagery was filtered by metadata, followed by topographical correction, resulting in a best-pixel mosaic for Greenland's periphery. Band ratios (NDSI, NDVI, NDWI) were computed and stacked with visible, NIR, and SWIR bands. A principal component analysis was conducted, retaining the first six principal components as bands, which were subsequently classified using a K-means clusterer and refined with a supervised random-forest classifier and a slope threshold was applied to discriminate shadows from dark water bodies more effective.

File Format:
TIF files

Process overview

This dataset was generated by a combination of instruments deployed on platforms and computations as detailed below.

Mobile platform operations

Mobile Platform Operation 1 Mobile Platform Operation for: Landsat 8

Instrument/Platform pairings

LANDSAT5 Thematic Mapper (TM) Deployed on: Landsat 5

Mobile platform operations

Mobile Platform Operation 1 Mobile Platform Operation for: Landsat 5

Computation Element: 1

Title Computation for Greenland 1980 and 2010s landcover grids from Landsat 5 and Landsat 8
Abstract the tif grids were produced using Google Earth Engine. All summer Landsat imagery was filtered by metadata, followed by topographical correction, resulting in a best-pixel mosaic for Greenland's periphery. Band ratios (NDSI, NDVI, NDWI) were computed and stacked with visible, NIR, and SWIR bands. A principal component analysis was conducted, retaining the first six principal components as bands, which were subsequently classified using a K-means clusterer and refined with a supervised random-forest classifier and a slope threshold was applied to discriminate shadows from dark water bodies more effective.
Input Description None
Output Description None
Software Reference None
Output Description

None

Output Description

None

No variables found.

Coverage
Temporal Range
Start time:
1986-07-01T00:00:00
End time:
2019-09-30T00:00:00
Geographic Extent

 
84.0000°
 
-76.0000°
 
-10.0000°
 
59.0000°