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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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> < 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> < 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 |
work_keys_str_mv |
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