FABIAN

A daily product of Fractional Austral-summer Blue Ice over ANtarctica during 2000–2021 based on MODIS imagery using Google Earth Engine

Journal Article (2022)
Author(s)

Zhongyang Hu (Universiteit Utrecht)

Peter Kuipers Munneke (Universiteit Utrecht)

S.L.M. Lhermitte (TU Delft - Mathematical Geodesy and Positioning)

Mariel Dirscherl (Deutsches Zentrum für Luft- und Raumfahrt (DLR))

Chaonan Ji (Humboldt-Universitat zu Berlin, Deutsches Zentrum für Luft- und Raumfahrt (DLR))

Michiel R. Van Den Broeke (Universiteit Utrecht)

Research Group
Mathematical Geodesy and Positioning
Copyright
© 2022 Zhongyang Hu, Peter Kuipers Munneke, S.L.M. Lhermitte, Mariel Dirscherl, Chaonan Ji, Michiel van den Broeke
DOI related publication
https://doi.org/10.1016/j.rse.2022.113202
More Info
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Publication Year
2022
Language
English
Copyright
© 2022 Zhongyang Hu, Peter Kuipers Munneke, S.L.M. Lhermitte, Mariel Dirscherl, Chaonan Ji, Michiel van den Broeke
Research Group
Mathematical Geodesy and Positioning
Volume number
280
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Abstract

Antarctic blue ice areas are exposed due to erosion and sublimation of snow. At the same time, surface melt can form surface types that are spectrally similar to blue ice, especially at low elevations. These are termed melt-induced blue ice areas. Both types of blue ice are sensitive indicators of climate change. Satellite remote sensing is a powerful technique to retrieve the spatial extent of blue ice areas and their variation in time. Yet, existing satellite-derived blue ice area products are either mono-temporal for the entire Antarctic ice sheet, or multi-temporal for a limited area. Here, we present FABIAN, a product of blue ice fraction over Antarctica, derived from the moderate resolution imaging spectroradiometer (MODIS) archive covering the period 2000–2021. A spectral mixture analysis (SMA) in Google Earth Engine, based on a careful selection of endmember spectra, accurately reconstructs the reflectance observed by MODIS in blue ice areas. Based on a validation with contemporaneous Sentinel-2 images, FABIAN has a root mean square error in blue ice fraction of approximately 10% ∼ 20% in wind-induced blue ice areas, and 20% ∼ 30% in melt-induced blue ice areas across six selected test sites in the coastal East Antarctic ice sheet. FABIAN is challenged in regions with shallow melt streams and lakes, since their spectral profiles are similar to those from blue ice areas in MODIS bands. For further analyses and applications, FABIAN holds the potential for (1) deriving annual blue ice area maps, (2) distinguishing between wind-and melt-induced blue ice types, (3) evaluating and correcting (regional) climate models, and (4) analyzing temporal variations in blue ice abundance and exposure.