Satellite microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015

A new automated method enabling consistent satellite assessment of seasonal lake ice phenology at 5 km resolution was developed for all lake pixels (water coverage  ≥  90 %) in the Northern Hemisphere using 36.5 GHz H-polarized brightness temperature (<i>T</i><sub>b</sub>) ob...

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Main Authors: J. Du, J. S. Kimball, C. Duguay, Y. Kim, J. D. Watts
Format: Article
Language:English
Published: Copernicus Publications 2017-01-01
Series:The Cryosphere
Online Access:http://www.the-cryosphere.net/11/47/2017/tc-11-47-2017.pdf
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spelling doaj-3ea491b00eec4541b133a0b85619975f2020-11-24T23:15:51ZengCopernicus PublicationsThe Cryosphere1994-04161994-04242017-01-01111476310.5194/tc-11-47-2017Satellite microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015J. Du0J. S. Kimball1C. Duguay2Y. Kim3J. D. Watts4Numerical Terradynamic Simulation Group, College of Forestry & Conservation, University of Montana, Missoula, MT 59812, USANumerical Terradynamic Simulation Group, College of Forestry & Conservation, University of Montana, Missoula, MT 59812, USADepartment of Geography & Environmental Management and Interdisciplinary Centre on Climate Change, University of Waterloo, Waterloo, Ontario N2L 3G1, CanadaNumerical Terradynamic Simulation Group, College of Forestry & Conservation, University of Montana, Missoula, MT 59812, USANumerical Terradynamic Simulation Group, College of Forestry & Conservation, University of Montana, Missoula, MT 59812, USAA new automated method enabling consistent satellite assessment of seasonal lake ice phenology at 5 km resolution was developed for all lake pixels (water coverage  ≥  90 %) in the Northern Hemisphere using 36.5 GHz H-polarized brightness temperature (<i>T</i><sub>b</sub>) observations from the Advanced Microwave Scanning Radiometer for EOS and Advanced Microwave Scanning Radiometer 2 (AMSR-E/2) sensors. The lake phenology metrics include seasonal timing and duration of annual ice cover. A moving <i>t</i> test (MTT) algorithm allows for automated lake ice retrievals with daily temporal fidelity and 5 km resolution gridding. The resulting ice phenology record shows strong agreement with available ground-based observations from the Global Lake and River Ice Phenology Database (95.4 % temporal agreement) and favorable correlations (<i>R</i>) with alternative ice phenology records from the Interactive Multisensor Snow and Ice Mapping System (<i>R</i> = 0.84 for water clear of ice (WCI) dates; <i>R</i> = 0.41 for complete freeze over (CFO) dates) and Canadian Ice Service (<i>R</i> = 0.86 for WCI dates; <i>R</i> = 0.69 for CFO dates). Analysis of the resulting 12-year (2002–2015) AMSR-E/2 ice record indicates increasingly shorter ice cover duration for 43 out of 71 (60.6 %) Northern Hemisphere lakes examined, with significant (<i>p</i>  &lt;  0.05) regional trends toward earlier ice melting for only five lakes. Higher-latitude lakes reveal more widespread and larger trends toward shorter ice cover duration than lower-latitude lakes, consistent with enhanced polar warming. This study documents a new satellite-based approach for rapid assessment and regional monitoring of seasonal ice cover changes over large lakes, with resulting accuracy suitable for global change studies.http://www.the-cryosphere.net/11/47/2017/tc-11-47-2017.pdf
collection DOAJ
language English
format Article
sources DOAJ
author J. Du
J. S. Kimball
C. Duguay
Y. Kim
J. D. Watts
spellingShingle J. Du
J. S. Kimball
C. Duguay
Y. Kim
J. D. Watts
Satellite microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015
The Cryosphere
author_facet J. Du
J. S. Kimball
C. Duguay
Y. Kim
J. D. Watts
author_sort J. Du
title Satellite microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015
title_short Satellite microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015
title_full Satellite microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015
title_fullStr Satellite microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015
title_full_unstemmed Satellite microwave assessment of Northern Hemisphere lake ice phenology from 2002 to 2015
title_sort satellite microwave assessment of northern hemisphere lake ice phenology from 2002 to 2015
publisher Copernicus Publications
series The Cryosphere
issn 1994-0416
1994-0424
publishDate 2017-01-01
description A new automated method enabling consistent satellite assessment of seasonal lake ice phenology at 5 km resolution was developed for all lake pixels (water coverage  ≥  90 %) in the Northern Hemisphere using 36.5 GHz H-polarized brightness temperature (<i>T</i><sub>b</sub>) observations from the Advanced Microwave Scanning Radiometer for EOS and Advanced Microwave Scanning Radiometer 2 (AMSR-E/2) sensors. The lake phenology metrics include seasonal timing and duration of annual ice cover. A moving <i>t</i> test (MTT) algorithm allows for automated lake ice retrievals with daily temporal fidelity and 5 km resolution gridding. The resulting ice phenology record shows strong agreement with available ground-based observations from the Global Lake and River Ice Phenology Database (95.4 % temporal agreement) and favorable correlations (<i>R</i>) with alternative ice phenology records from the Interactive Multisensor Snow and Ice Mapping System (<i>R</i> = 0.84 for water clear of ice (WCI) dates; <i>R</i> = 0.41 for complete freeze over (CFO) dates) and Canadian Ice Service (<i>R</i> = 0.86 for WCI dates; <i>R</i> = 0.69 for CFO dates). Analysis of the resulting 12-year (2002–2015) AMSR-E/2 ice record indicates increasingly shorter ice cover duration for 43 out of 71 (60.6 %) Northern Hemisphere lakes examined, with significant (<i>p</i>  &lt;  0.05) regional trends toward earlier ice melting for only five lakes. Higher-latitude lakes reveal more widespread and larger trends toward shorter ice cover duration than lower-latitude lakes, consistent with enhanced polar warming. This study documents a new satellite-based approach for rapid assessment and regional monitoring of seasonal ice cover changes over large lakes, with resulting accuracy suitable for global change studies.
url http://www.the-cryosphere.net/11/47/2017/tc-11-47-2017.pdf
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