The Geometry of Large Tundra Lakes Observed in Historical Maps and Satellite Images
Department of Physics, University of Dayton, Dayton, OH 45469, USA
Department of Electrical & Computer Engineering, University of Dayton, Dayton, OH 45469, USA
School of Environment, Earth and Ecosystem Sciences, The Open University, Milton Keynes MK7 6AA, UK
Author to whom correspondence should be addressed.
Received: 9 September 2017 / Revised: 10 October 2017 / Accepted: 18 October 2017 / Published: 21 October 2017
The climate of the Arctic is warming rapidly and this is causing major changes to the cycling of carbon and the distribution of permafrost in this region. Tundra lakes are key components of the Arctic climate system because they represent a source of methane to the atmosphere. In this paper, we aim to analyze the geometry of the patterns formed by large (> 0.8 km
) tundra lakes in the Russian High Arctic. We have studied images of tundra lakes in historical maps from the State Hydrological Institute, Russia (date 1977; scale
km/pixel) and in Landsat satellite images derived from the Google Earth Engine (G.E.E.; date 2016; scale
km/pixel). The G.E.E. is a cloud-based platform for planetary-scale geospatial analysis on over four decades of Landsat data. We developed an image-processing algorithm to segment these maps and images, measure the area and perimeter of each lake, and compute the fractal dimension of the lakes in the images we have studied. Our results indicate that as lake size increases, their fractal dimension bifurcates. For lakes observed in historical maps, this bifurcation occurs among lakes larger than 100 km
). For lakes observed in satellite images this bifurcation occurs among lakes larger than ∼100 km
). Tundra lakes with a fractal dimension close to 2 have a tendency to be self-similar with respect to their area–perimeter relationships. Area–perimeter measurements indicate that lakes with a length scale greater than 70 km
are power-law distributed. Preliminary analysis of changes in lake size over time in paired lakes (lakes that were visually matched in both the historical map and the satellite imagery) indicate that some lakes in our study region have increased in size over time, whereas others have decreased in size over time. Lake size change during this 39-year time interval can be up to half the size of the lake as recorded in the historical map.
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MDPI and ACS Style
Sudakov, I.; Essa, A.; Mander, L.; Gong, M.; Kariyawasam, T. The Geometry of Large Tundra Lakes Observed in Historical Maps and Satellite Images. Remote Sens. 2017, 9, 1072.
Sudakov I, Essa A, Mander L, Gong M, Kariyawasam T. The Geometry of Large Tundra Lakes Observed in Historical Maps and Satellite Images. Remote Sensing. 2017; 9(10):1072.
Sudakov, Ivan; Essa, Almabrok; Mander, Luke; Gong, Ming; Kariyawasam, Tharanga. 2017. "The Geometry of Large Tundra Lakes Observed in Historical Maps and Satellite Images." Remote Sens. 9, no. 10: 1072.
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