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Projeto de investigação
Dinâmica e variabilidade espacial de lagoas termocársicas do Ártico e sub-Ártico Canadiano e seu significado biogeoquímico
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Vegetation shadow casts impact remotely sensed reflectance from permafrost thaw ponds in the subarctic forest-tundra zone
Publication . Freitas, Pedro; Vieira, Gonçalo; Mora, Carla; Canário, João; Vincent, Warwick F.
Thermokarst lakes and ponds are a common landscape feature resulting from permafrost thaw, but their intense greenhouse
gas emissions are still poorly constrained as a feedback mechanism for global warming because of their diversity, abundance,
and remoteness. Thermokarst waterbodies may be small and optically diverse, posing specifc challenges for optical remote
sensing regarding detection, classifcation, and monitoring. This is especially relevant when accounting for external factors that afect water refectance, such as scattering and vegetation shadow casts. In this study, we evaluated the efects of
shadowing across optically diverse waterbodies located in the forest–tundra zone of northern Canada. We used ultra-high
spatial resolution multispectral data and digital surface models obtained from unmanned aerial systems for modeling and
analyzing shadow efects on water refectance at Earth Observation satellite overpass time. Our results show that shadowing
causes variations in refectance, reducing the usable area of remotely sensed pixels for waterbody analysis in small lakes
and ponds. The efects were greater on brighter and turbid inorganic thermokarst lakes embedded in post-glacial silt–clay
marine deposits and littoral sands, where the mean refectance decrease was from -51 to -70%, depending on the wavelength.
These efects were also dependent on lake shape and vegetation height and were amplifed in the cold season due to low
solar elevations. Remote sensing will increasingly play a key role in assessing thermokarst lake responses and feedbacks
to global change, and this study shows the magnitude and sources of optical variations caused by shading that need to be
considered in future analyses.
Diversity of lakes and ponds in the forest-tundra ecozone: from limnicity to limnodiversity
Publication . Freitas, Pedro; Vieira, Gonçalo; Martins, Diana; Canário, João; Pina, Pedro; Heim, Birgit; Juhls, Bennet; Couture, Raoul-Marie; Vincent, Warwick F.
Arctic and subarctic landscapes have unique hydrological and limnological features and are now
experiencing rapid change due to climate warming and permafrost thaw. The highly abundant lakes,
ponds, and rivers across these landscapes play an increasingly important role in global biogeochemical
cycles and are sentinels of environmental changes. However, studying these remote waters poses
challenges for both in situ sampling and remote-sensing analysis. Here we developed a synergistic
remote-sensing strategy that combined PlanetScope and Sentinel-2 satellite data to estimate limnicity
(water fraction per land surface), limnodensity (density of water bodies), and limnodiversity (optical
diversity of water bodies) along a boreal forest-tundra transect, from the non-permafrost to the
continuous permafrost zones of western Nunavik (Subarctic Canada). Our analyses show that this region
hosts 335,281 water bodies, around 90% in the 0.0001 to 0.01 km2 size range. In bedrock outcrops, large
water bodies were mostly associated with glacially carved depressions (higher limnicity). In contrast,
small water bodies were predominately found in sedimentary infills along valleys (higher limnodensity).
The discontinuous permafrost zone had the highest limnodensity and limnodiversity. This was likely due
to permafrost thaw (thermokarst), particularly the collapse, subsidence, and erosion of palsas (organic
permafrost mounds), resulting in ponds with black- and brown-colored waters, and lithalsas (mineral
permafrost mounds), resulting in ponds with brown, light-brown, and sometimes white-colored waters.
Some of these limnodense and limnodiverse landscapes, although covering only 2 to 7% of the total
area of the study region, contained over one-third (34%) of the total number of water bodies, 97% of
which were <0.01 km2
; they accounted for a small proportion of the total black-colored water bodies
(23%), but a high proportion of the total brown- (60%) and light brown-colored water bodies (92%)
throughout the region. This research underscores the utility of optical satellite remote sensing for
assessing water body types and for evaluating their individual and distinct aquatic responses to climate
change. The dataset may be used to improve the modeling of carbon fluxes by better categorizing small
water bodies affected by organic or mineral soil type settings. This is an important factor dictating
biogeochemical responses, with effects on albedo, climate feedbacks, and ecosystem dynamics in the
boreal forest-tundra region. The framework developed here may be applied to landscapes elsewhere in
the world that have high densities of water bodies of variable size and optical properties.
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Entidade financiadora
Fundação para a Ciência e a Tecnologia
Programa de financiamento
OE
Número da atribuição
SFRH/BD/145278/2019
