Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard

Accurate monitoring of the spatiotemporal dynamics of snow and ice is essential for under-standing and predicting the impacts of climate change on Arctic ecosystems and their feedback on global climate. Traditional optical and Synthetic Aperture Radar (SAR) remote sensing still have limitations in t...

Full description

Bibliographic Details
Published in:Remote Sensing
Main Authors: Di Liu, Yanyun Shen, Yiwen Wang, Zhipan Wang, Zewen Mo, Qingling Zhang
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2023
Subjects:
Online Access:https://doi.org/10.3390/rs15051255
id ftmdpi:oai:mdpi.com:/2072-4292/15/5/1255/
record_format openpolar
spelling ftmdpi:oai:mdpi.com:/2072-4292/15/5/1255/ 2023-08-20T04:04:00+02:00 Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard Di Liu Yanyun Shen Yiwen Wang Zhipan Wang Zewen Mo Qingling Zhang agris 2023-02-24 application/pdf https://doi.org/10.3390/rs15051255 EN eng Multidisciplinary Digital Publishing Institute https://dx.doi.org/10.3390/rs15051255 https://creativecommons.org/licenses/by/4.0/ Remote Sensing; Volume 15; Issue 5; Pages: 1255 polar snow/ice cover moonlight remote sensing Svalbard climate change Text 2023 ftmdpi https://doi.org/10.3390/rs15051255 2023-08-01T08:58:58Z Accurate monitoring of the spatiotemporal dynamics of snow and ice is essential for under-standing and predicting the impacts of climate change on Arctic ecosystems and their feedback on global climate. Traditional optical and Synthetic Aperture Radar (SAR) remote sensing still have limitations in the long-time series observation of polar regions. Although several studies have demonstrated the potential of moonlight remote sensing for mapping polar snow/ice covers, systematic evaluation on applying moonlight remote sensing to monitoring spatiotemporal dynamics of polar snow/ice covers, especially during polar night periods is highly demanded. Here we present a systematic assessment in Svalbard, Norway and using data taken from the Visible Infrared Imaging Radiometer Suite (VIIRS) on the Suomi National Polar-orbiting Partnership (SNPP) Day/Night Band (DNB) sensor to monitor the spatiotemporal dynamics of snow/ice covers during dark Arctic winters when no solar illumination available for months. We successfully revealed the spatiotemporal dynamics of snow/ice covers from 2012 to 2022 during polar night/winter periods, using the VIIRS/DNB time series data and the object-oriented Random Forests (RF) algorithm, achieving the average accuracy and kappa coefficient of 96.27% and 0.93, respectively. Our findings indicate that the polar snow/ice covers show seasonal and inter-seasonal dynamics, thus requiring more frequent observations. Our results confirm and realize the potential of moonlight remote sensing for continuous monitoring of snow/ice in the Arctic region and together with other types of remote sensing data, moonlight remote sensing will be a very useful tool for polar studies and climate change. Text Arctic Climate change polar night Svalbard MDPI Open Access Publishing Arctic Norway Svalbard Remote Sensing 15 5 1255
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic polar snow/ice cover
moonlight remote sensing
Svalbard
climate change
spellingShingle polar snow/ice cover
moonlight remote sensing
Svalbard
climate change
Di Liu
Yanyun Shen
Yiwen Wang
Zhipan Wang
Zewen Mo
Qingling Zhang
Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard
topic_facet polar snow/ice cover
moonlight remote sensing
Svalbard
climate change
description Accurate monitoring of the spatiotemporal dynamics of snow and ice is essential for under-standing and predicting the impacts of climate change on Arctic ecosystems and their feedback on global climate. Traditional optical and Synthetic Aperture Radar (SAR) remote sensing still have limitations in the long-time series observation of polar regions. Although several studies have demonstrated the potential of moonlight remote sensing for mapping polar snow/ice covers, systematic evaluation on applying moonlight remote sensing to monitoring spatiotemporal dynamics of polar snow/ice covers, especially during polar night periods is highly demanded. Here we present a systematic assessment in Svalbard, Norway and using data taken from the Visible Infrared Imaging Radiometer Suite (VIIRS) on the Suomi National Polar-orbiting Partnership (SNPP) Day/Night Band (DNB) sensor to monitor the spatiotemporal dynamics of snow/ice covers during dark Arctic winters when no solar illumination available for months. We successfully revealed the spatiotemporal dynamics of snow/ice covers from 2012 to 2022 during polar night/winter periods, using the VIIRS/DNB time series data and the object-oriented Random Forests (RF) algorithm, achieving the average accuracy and kappa coefficient of 96.27% and 0.93, respectively. Our findings indicate that the polar snow/ice covers show seasonal and inter-seasonal dynamics, thus requiring more frequent observations. Our results confirm and realize the potential of moonlight remote sensing for continuous monitoring of snow/ice in the Arctic region and together with other types of remote sensing data, moonlight remote sensing will be a very useful tool for polar studies and climate change.
format Text
author Di Liu
Yanyun Shen
Yiwen Wang
Zhipan Wang
Zewen Mo
Qingling Zhang
author_facet Di Liu
Yanyun Shen
Yiwen Wang
Zhipan Wang
Zewen Mo
Qingling Zhang
author_sort Di Liu
title Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard
title_short Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard
title_full Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard
title_fullStr Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard
title_full_unstemmed Monitoring the Spatiotemporal Dynamics of Arctic Winter Snow/Ice with Moonlight Remote Sensing: Systematic Evaluation in Svalbard
title_sort monitoring the spatiotemporal dynamics of arctic winter snow/ice with moonlight remote sensing: systematic evaluation in svalbard
publisher Multidisciplinary Digital Publishing Institute
publishDate 2023
url https://doi.org/10.3390/rs15051255
op_coverage agris
geographic Arctic
Norway
Svalbard
geographic_facet Arctic
Norway
Svalbard
genre Arctic
Climate change
polar night
Svalbard
genre_facet Arctic
Climate change
polar night
Svalbard
op_source Remote Sensing; Volume 15; Issue 5; Pages: 1255
op_relation https://dx.doi.org/10.3390/rs15051255
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/rs15051255
container_title Remote Sensing
container_volume 15
container_issue 5
container_start_page 1255
_version_ 1774714439219544064