2020
DOI: 10.5194/tc-14-309-2020
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Glacier algae accelerate melt rates on the south-western Greenland Ice Sheet

Abstract: Abstract. Melting of the Greenland Ice Sheet (GrIS) is the largest single contributor to eustatic sea level and is amplified by the growth of pigmented algae on the ice surface, which increases solar radiation absorption. This biological albedo-reducing effect and its impact upon sea level rise has not previously been quantified. Here, we combine field spectroscopy with a radiative-transfer model, supervised classification of unmanned aerial vehicle (UAV) and satellite remote-sensing data, and runoff modelling… Show more

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Cited by 92 publications
(131 citation statements)
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References 78 publications
(125 reference statements)
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“…20.3 × 10 4 cells ml −1 ) is comparable with those found in South-West Greenland 24,50 . Thus, we might expect that the algae density observed on Vadret da Morteratsch Glacier will have an effect on optical properties similar to that already observed on polar glaciers 24,35 .…”
Section: Resultssupporting
confidence: 54%
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“…20.3 × 10 4 cells ml −1 ) is comparable with those found in South-West Greenland 24,50 . Thus, we might expect that the algae density observed on Vadret da Morteratsch Glacier will have an effect on optical properties similar to that already observed on polar glaciers 24,35 .…”
Section: Resultssupporting
confidence: 54%
“…These studies highlighted the presence of different species of algae on snow and ice, and their role in the albedo decrease. While recent literature focusing on the southwest margin of the Greenland Ice Sheet identified a strong impact of glacier algae on the optical properties of ice 18,24,26,34,35 , this phenomenon remains largely unexplored in the European Alps.…”
mentioning
confidence: 99%
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“…Efforts to use remote sensing to identify and quantify snow algae have to date focused on the Northern Hemisphere, with early work using airborne hyperspectral imaging 25 and newer predictive models developed for quantifying biomass and the bioalbedo (the impact of biological impurities on ice and snow albedo) of snow and ice [26][27][28] . Several studies have used satellite observations to investigate snow and ice algae on larger scales [29][30][31] , implicating algal blooms as significant drivers for darkening and enhancing melt of the Greenland ice sheet 31 . Current spectral and spatial resolution of freely available multispectral satellite imagery limits the study of most snow and ice algae to presence detection through classification models or assessing relatively small, ground validated areas.…”
mentioning
confidence: 99%
“…Though the populations were counted three separate times, this leaves comfortable room for human error, creating a desire for a machine learning process to be attempted in future studies. In one novel study, Cook et al [109] applied a random forest supervised classification using directional reflectance measurements as training data to a low-flown (30 m above ground) multispectral orthomosaic to map algae on the Greenland ice sheet. Combined with additional satellite and in situ measurements, they documented the positive albedo feedback effect contributed by surface algae in Western Greenland (responsible for 6%-9% of total runoff from the western sector in summer 2016).…”
Section: Uavs For Other Polar Applicationsmentioning
confidence: 99%