Arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up

Satellite remote sensing has transformed our understanding of Earth processes. One component of the Earth system where large uncertainties remain are Arctic and boreal freshwater lakes. With only short periods of open water due to annual ice cover, lake productivity in these regions is extremely sen...

Full description

Bibliographic Details
Main Authors: Kuhn, Catherine, John, Aji, Hille Ris Lambers, Janneke, Butman, David, Tan, Amanda
Format: Article in Journal/Newspaper
Language:English
Published: MDPI 2021
Subjects:
Online Access:https://hdl.handle.net/20.500.11850/495425
https://doi.org/10.3929/ethz-b-000495425
_version_ 1828053407278039040
author Kuhn, Catherine
John, Aji
Hille Ris Lambers, Janneke
Butman, David
Tan, Amanda
author_facet Kuhn, Catherine
John, Aji
Hille Ris Lambers, Janneke
Butman, David
Tan, Amanda
author_sort Kuhn, Catherine
collection ETH Zürich Research Collection
description Satellite remote sensing has transformed our understanding of Earth processes. One component of the Earth system where large uncertainties remain are Arctic and boreal freshwater lakes. With only short periods of open water due to annual ice cover, lake productivity in these regions is extremely sensitive to warming induced changes in ice cover. At the same time, productivity dynamics in these lakes vary enormously, even over short distances, making it difficult to understand these potential changes. A major impediment to an improved understanding of lake dynamics has been sparsely distributed field measurements, in large part due to the complexity and expense of conducting scientific research in remote northern latitudes. This project overcomes that hurdle by using a new set of ‘eyes in the sky’, the Planet Labs CubeSat fleet, to observe 35 lakes across 3 different arctic-boreal ecoregions in western North America. We extract time series of lake reflectance to identify ice-out and green-up across three years (2017–2019). We find that lakes with later ice-out have significantly faster green-ups. Our results also show ice-out varies latitudinally by 38 days from south to north, but only varies across years by ~9 days. In contrast, green-up varied between years by 22 days in addition to showing significant spatial variability. We compare PlanetScope to Sentinel-2 data and independently validate our ice-out estimates, finding an ice-out mean absolute difference (MAD) ~9 days. This study demonstrates the potential of using CubeSat imagery to monitor the timing and magnitude of ice-off and green-up at high spatiotemporal resolution. ISSN:2072-4292
format Article in Journal/Newspaper
genre Arctic
genre_facet Arctic
geographic Arctic
Boreal Lake
geographic_facet Arctic
Boreal Lake
id ftethz:oai:www.research-collection.ethz.ch:20.500.11850/495425
institution Open Polar
language English
long_lat ENVELOPE(-127.670,-127.670,58.802,58.802)
op_collection_id ftethz
op_doi https://doi.org/20.500.11850/49542510.3929/ethz-b-00049542510.3390/rs13132533
op_relation info:eu-repo/semantics/altIdentifier/doi/10.3390/rs13132533
info:eu-repo/semantics/altIdentifier/wos/000671138700001
http://hdl.handle.net/20.500.11850/495425
op_rights info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by/4.0/
Creative Commons Attribution 4.0 International
op_source Remote Sensing, 13 (13)
publishDate 2021
publisher MDPI
record_format openpolar
spelling ftethz:oai:www.research-collection.ethz.ch:20.500.11850/495425 2025-03-30T15:03:03+00:00 Arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up Kuhn, Catherine John, Aji Hille Ris Lambers, Janneke Butman, David Tan, Amanda 2021-07 application/application/pdf https://hdl.handle.net/20.500.11850/495425 https://doi.org/10.3929/ethz-b-000495425 en eng MDPI info:eu-repo/semantics/altIdentifier/doi/10.3390/rs13132533 info:eu-repo/semantics/altIdentifier/wos/000671138700001 http://hdl.handle.net/20.500.11850/495425 info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International Remote Sensing, 13 (13) Arctic Boreal Lake Phenology PlanetScope Sentinel-2 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2021 ftethz https://doi.org/20.500.11850/49542510.3929/ethz-b-00049542510.3390/rs13132533 2025-03-05T22:09:15Z Satellite remote sensing has transformed our understanding of Earth processes. One component of the Earth system where large uncertainties remain are Arctic and boreal freshwater lakes. With only short periods of open water due to annual ice cover, lake productivity in these regions is extremely sensitive to warming induced changes in ice cover. At the same time, productivity dynamics in these lakes vary enormously, even over short distances, making it difficult to understand these potential changes. A major impediment to an improved understanding of lake dynamics has been sparsely distributed field measurements, in large part due to the complexity and expense of conducting scientific research in remote northern latitudes. This project overcomes that hurdle by using a new set of ‘eyes in the sky’, the Planet Labs CubeSat fleet, to observe 35 lakes across 3 different arctic-boreal ecoregions in western North America. We extract time series of lake reflectance to identify ice-out and green-up across three years (2017–2019). We find that lakes with later ice-out have significantly faster green-ups. Our results also show ice-out varies latitudinally by 38 days from south to north, but only varies across years by ~9 days. In contrast, green-up varied between years by 22 days in addition to showing significant spatial variability. We compare PlanetScope to Sentinel-2 data and independently validate our ice-out estimates, finding an ice-out mean absolute difference (MAD) ~9 days. This study demonstrates the potential of using CubeSat imagery to monitor the timing and magnitude of ice-off and green-up at high spatiotemporal resolution. ISSN:2072-4292 Article in Journal/Newspaper Arctic ETH Zürich Research Collection Arctic Boreal Lake ENVELOPE(-127.670,-127.670,58.802,58.802)
spellingShingle Arctic
Boreal
Lake
Phenology
PlanetScope
Sentinel-2
Kuhn, Catherine
John, Aji
Hille Ris Lambers, Janneke
Butman, David
Tan, Amanda
Arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up
title Arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up
title_full Arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up
title_fullStr Arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up
title_full_unstemmed Arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up
title_short Arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up
title_sort arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up
topic Arctic
Boreal
Lake
Phenology
PlanetScope
Sentinel-2
topic_facet Arctic
Boreal
Lake
Phenology
PlanetScope
Sentinel-2
url https://hdl.handle.net/20.500.11850/495425
https://doi.org/10.3929/ethz-b-000495425