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...
Main Authors: | , , , , |
---|---|
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 |