Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery

The annual spring breakup of river ice has important consequences for northern ecosystems and significant economic implications for Arctic industry and transportation. River ice breakup research is restricted by the sparse distribution of hydrological stations in the Arctic, where limited available...

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Bibliographic Details
Main Authors: Cooley, S.W., Pavelsky, T.M.
Other Authors: College of Arts and Sciences, Department of Geological Sciences
Format: Article in Journal/Newspaper
Language:English
Published: Elsevier Inc. 2016
Subjects:
Online Access:https://doi.org/10.17615/18pz-n706
https://cdr.lib.unc.edu/downloads/c821gv677?file=thumbnail
https://cdr.lib.unc.edu/downloads/c821gv677
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spelling ftcarolinadr:cdr.lib.unc.edu:3197xw908 2023-10-01T03:53:31+02:00 Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery Cooley, S.W. Pavelsky, T.M. College of Arts and Sciences, Department of Geological Sciences 2016 https://doi.org/10.17615/18pz-n706 https://cdr.lib.unc.edu/downloads/c821gv677?file=thumbnail https://cdr.lib.unc.edu/downloads/c821gv677 English eng Elsevier Inc. https://doi.org/10.17615/18pz-n706 https://cdr.lib.unc.edu/downloads/c821gv677?file=thumbnail https://cdr.lib.unc.edu/downloads/c821gv677 http://rightsstatements.org/vocab/InC/1.0/ Remote Sensing of Environment, 175 Arctic hydrology MODIS River ice breakup Climate change Article 2016 ftcarolinadr https://doi.org/10.17615/18pz-n706 2023-09-02T22:30:53Z The annual spring breakup of river ice has important consequences for northern ecosystems and significant economic implications for Arctic industry and transportation. River ice breakup research is restricted by the sparse distribution of hydrological stations in the Arctic, where limited available data suggests a trend towards earlier ice breakup. The specific climatic mechanisms driving this trend, however, are complex and can vary both regionally and within river systems. Consequently, understanding the response of river ice processes to a warming Arctic requires simultaneous examination of spatial and temporal patterns in breakup timing. In this paper, we describe an automated algorithm for river ice breakup detection using MODIS satellite imagery that enables identification of spatial and temporal breakup patterns at large scales. We examine breakup timing on the Mackenzie, Lena, Ob' and Yenisey rivers for the period 2000-2014. By dividing the rivers into 10 km segments and classifying each river pixel in each segment as snow/ice, mixed ice/water or open water based on MODIS reflectance, we determine breakup dates with a mean uncertainty of ±. 1.3 days. All statistically significant temporal trends are negative, indicating an overall shift towards earlier breakup. Considerable variability in the statistical significance and magnitude of trends along each river suggests that different climatic and physiographic drivers are impacting spatial patterns in breakup. Trends detected on the lower Mackenzie corroborate recent studies indicating weakening ice resistance and earlier breakup timing near the Mackenzie Delta. In Siberia, the increased magnitude of trends upstream and strong correlation between breakup initiation and whole-river breakup patterns suggest that earlier onset of upstream discharge may play the dominant role in determining breakup timing. Exploratory analysis demonstrates that MODIS imagery may also be used to differentiate thermal and mechanical breakup events. Article in Journal/Newspaper Arctic Climate change Mackenzie Delta Siberia Carolina Digital Repository (UNC - University of North Carolina) Arctic Mackenzie Delta ENVELOPE(-136.672,-136.672,68.833,68.833) Yenisey ENVELOPE(82.680,82.680,71.828,71.828)
institution Open Polar
collection Carolina Digital Repository (UNC - University of North Carolina)
op_collection_id ftcarolinadr
language English
topic Arctic hydrology
MODIS
River ice breakup
Climate change
spellingShingle Arctic hydrology
MODIS
River ice breakup
Climate change
Cooley, S.W.
Pavelsky, T.M.
Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery
topic_facet Arctic hydrology
MODIS
River ice breakup
Climate change
description The annual spring breakup of river ice has important consequences for northern ecosystems and significant economic implications for Arctic industry and transportation. River ice breakup research is restricted by the sparse distribution of hydrological stations in the Arctic, where limited available data suggests a trend towards earlier ice breakup. The specific climatic mechanisms driving this trend, however, are complex and can vary both regionally and within river systems. Consequently, understanding the response of river ice processes to a warming Arctic requires simultaneous examination of spatial and temporal patterns in breakup timing. In this paper, we describe an automated algorithm for river ice breakup detection using MODIS satellite imagery that enables identification of spatial and temporal breakup patterns at large scales. We examine breakup timing on the Mackenzie, Lena, Ob' and Yenisey rivers for the period 2000-2014. By dividing the rivers into 10 km segments and classifying each river pixel in each segment as snow/ice, mixed ice/water or open water based on MODIS reflectance, we determine breakup dates with a mean uncertainty of ±. 1.3 days. All statistically significant temporal trends are negative, indicating an overall shift towards earlier breakup. Considerable variability in the statistical significance and magnitude of trends along each river suggests that different climatic and physiographic drivers are impacting spatial patterns in breakup. Trends detected on the lower Mackenzie corroborate recent studies indicating weakening ice resistance and earlier breakup timing near the Mackenzie Delta. In Siberia, the increased magnitude of trends upstream and strong correlation between breakup initiation and whole-river breakup patterns suggest that earlier onset of upstream discharge may play the dominant role in determining breakup timing. Exploratory analysis demonstrates that MODIS imagery may also be used to differentiate thermal and mechanical breakup events.
author2 College of Arts and Sciences, Department of Geological Sciences
format Article in Journal/Newspaper
author Cooley, S.W.
Pavelsky, T.M.
author_facet Cooley, S.W.
Pavelsky, T.M.
author_sort Cooley, S.W.
title Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery
title_short Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery
title_full Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery
title_fullStr Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery
title_full_unstemmed Spatial and temporal patterns in Arctic river ice breakup revealed by automated ice detection from MODIS imagery
title_sort spatial and temporal patterns in arctic river ice breakup revealed by automated ice detection from modis imagery
publisher Elsevier Inc.
publishDate 2016
url https://doi.org/10.17615/18pz-n706
https://cdr.lib.unc.edu/downloads/c821gv677?file=thumbnail
https://cdr.lib.unc.edu/downloads/c821gv677
long_lat ENVELOPE(-136.672,-136.672,68.833,68.833)
ENVELOPE(82.680,82.680,71.828,71.828)
geographic Arctic
Mackenzie Delta
Yenisey
geographic_facet Arctic
Mackenzie Delta
Yenisey
genre Arctic
Climate change
Mackenzie Delta
Siberia
genre_facet Arctic
Climate change
Mackenzie Delta
Siberia
op_source Remote Sensing of Environment, 175
op_relation https://doi.org/10.17615/18pz-n706
https://cdr.lib.unc.edu/downloads/c821gv677?file=thumbnail
https://cdr.lib.unc.edu/downloads/c821gv677
op_rights http://rightsstatements.org/vocab/InC/1.0/
op_doi https://doi.org/10.17615/18pz-n706
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