Using deep learning and multi-source remote sensing images to map landlocked lakes in Antarctica

Jiang, Anyao; Meng, Xin; Huang, Yan; Shi, Guitao

doi:10.5194/tc-18-5347-2024

Articles | Volume 18, issue 11

https://doi.org/10.5194/tc-18-5347-2024

© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.

https://doi.org/10.5194/tc-18-5347-2024

© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.

Articles | Volume 18, issue 11

Research article

|

21 Nov 2024

Research article |

| 21 Nov 2024

Using deep learning and multi-source remote sensing images to map landlocked lakes in Antarctica

Anyao Jiang, Xin Meng, Yan Huang, and Guitao Shi

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Cited articles

Arthur, J. F., Stokes, C., Jamieson, S. S. R., Carr, J. R., and Leeson, A. A.: Recent understanding of Antarctic supraglacial lakes using satellite remote sensing, Prog. Phys. Geogr.: Earth Environ., 44, 837–869, https://doi.org/10.1177/0309133320916114, 2020.

Barrand, N. E., Vaughan, D. G., Steiner, N., Tedesco, M., Kuipers Munneke, P., van den Broeke, M. R., and Hosking, J. S.: Trends in Antarctic Peninsula surface melting conditions from observations and regional climate modeling, J. Geophys. Res.-Earth, 118, 315–330, https://doi.org/10.1029/2012JF002559, 2013.

Bowden, D., Clarke, A., Peck, L., and Barnes, D.: Antarctic sessile marine benthos: Colonisation and growth on artificial substrata over three years, Mar. Ecol. Prog. Ser., 316, 1–16, https://doi.org/10.3354/meps316001, 2006.

Braithwaite, R. J. and Hughes, P. D.: Positive degree-day sums in the Alps: a direct link between glacier melt and international climate policy, J. Glaciol., 68, 901–911, https://doi.org/10.1017/jog.2021.140, 2022.

Camacho, A.: Planktonic microbial assemblages and the potential effects of metazooplankton predation on the food web of lakes from the maritime Antarctica and sub-Antarctic islands, Rev. Environ. Sci. Biotechnol., 5, 167–185, https://doi.org/10.1007/s11157-006-0003-2, 2006.