Glacier area changes in Novaya Zemlya from 1986-89 to 2019-21 using object-based image analysis in Google Earth Engine

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Abstract

Climate change has had a significant impact on glacier recession, particularly in the Arctic, where glacier meltwater is an important contributor to global sea-level rise. Therefore, it is important to accurately quantify glacier recession within this sensitive region, using multiple observations of glacier extent. In this study, we mapped 480 glaciers in Novaya Zemlya, Russian Arctic, using object-based image analysis applied to multispectral Landsat satellite imagery in Google Earth
Engine and quantify the area changes between 1986–89 and 2019–21. The results show that in 1986–89, the total glacierized area was 22 990 ± 301 km², in 2000–01 the area was 22 525 ± 308 km² and by 2019–21 the glacier area reduced to 21 670 ± 292 km², representing a total of 5.8% reduction in glacier area between 1986–89 and 2019–21. Higher glacier area loss was observed on the Barents Sea coast (7.3%) compared to the Kara (4.2%), reflecting previously observed differences in warming
trends. The accuracy of the automatically generated outlines of each layer (1986–89, 2000–01 and 2019–21) was evaluated by comparing with manually corrected outlines (reference data) using random sampling, resulting in an overall accuracy estimate of between 96 and 97% compared to the reference data. This automated approach in Google Earth Engine is a promising tool for rapidly mapping glacier change that reduces the amount of time required to generate accurate glacier outlines.
Original languageEnglish
Pages (from-to)1-12
Number of pages12
JournalJournal of Glaciology
Volume69
Issue number277
Early online date9 May 2023
DOIs
Publication statusPublished (in print/issue) - 9 Oct 2023

Bibliographical note

Funding Information:
This work was carried out as part of Asim Ali's PhD project, funded by an Ulster University Vice Chancellor's Research Studentship. Landsat images used in Google Earth Engine were provided by courtesy of the US Geological Survey. We thank James Lea, two anonymous reviewers and the editors for their constructive and insightful comments, which helped improve the quality of the manuscript.

Publisher Copyright:
© The Author(s), 2023. Published by Cambridge University Press on behalf of The International Glaciological Society.

Keywords

  • glacier mapping
  • remote sensing
  • glacier monitoring

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