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...

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Published in:Remote Sensing
Main Authors: Catherine Kuhn, Aji John, Janneke Hille Ris Lambers, David Butman, Amanda Tan
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2021
Subjects:
Online Access:https://doi.org/10.3390/rs13132533
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spelling ftmdpi:oai:mdpi.com:/2072-4292/13/13/2533/ 2023-08-20T04:04:00+02:00 Arctic-Boreal Lake Phenology Shows a Relationship between Earlier Lake Ice-Out and Later Green-Up Catherine Kuhn Aji John Janneke Hille Ris Lambers David Butman Amanda Tan agris 2021-06-29 application/pdf https://doi.org/10.3390/rs13132533 EN eng Multidisciplinary Digital Publishing Institute Biogeosciences Remote Sensing https://dx.doi.org/10.3390/rs13132533 https://creativecommons.org/licenses/by/4.0/ Remote Sensing; Volume 13; Issue 13; Pages: 2533 arctic boreal lake phenology PlanetScope Sentinel-2 Text 2021 ftmdpi https://doi.org/10.3390/rs13132533 2023-08-01T02:04:00Z 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. Text Arctic MDPI Open Access Publishing Arctic Boreal Lake ENVELOPE(-127.670,-127.670,58.802,58.802) Remote Sensing 13 13 2533
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic arctic
boreal
lake
phenology
PlanetScope
Sentinel-2
spellingShingle arctic
boreal
lake
phenology
PlanetScope
Sentinel-2
Catherine Kuhn
Aji John
Janneke Hille Ris Lambers
David Butman
Amanda Tan
Arctic-Boreal Lake Phenology Shows a Relationship between Earlier Lake Ice-Out and Later Green-Up
topic_facet arctic
boreal
lake
phenology
PlanetScope
Sentinel-2
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.
format Text
author Catherine Kuhn
Aji John
Janneke Hille Ris Lambers
David Butman
Amanda Tan
author_facet Catherine Kuhn
Aji John
Janneke Hille Ris Lambers
David Butman
Amanda Tan
author_sort Catherine Kuhn
title 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_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_sort arctic-boreal lake phenology shows a relationship between earlier lake ice-out and later green-up
publisher Multidisciplinary Digital Publishing Institute
publishDate 2021
url https://doi.org/10.3390/rs13132533
op_coverage agris
long_lat ENVELOPE(-127.670,-127.670,58.802,58.802)
geographic Arctic
Boreal Lake
geographic_facet Arctic
Boreal Lake
genre Arctic
genre_facet Arctic
op_source Remote Sensing; Volume 13; Issue 13; Pages: 2533
op_relation Biogeosciences Remote Sensing
https://dx.doi.org/10.3390/rs13132533
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/rs13132533
container_title Remote Sensing
container_volume 13
container_issue 13
container_start_page 2533
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