Effects of Thermokarst Lake Drainage on Localized Vegetation Greening in the Yamal–Gydan Tundra Ecoregion
As the climate warms, the Arctic permafrost region has undergone widespread vegetation changes, exhibiting overall greening trends but with spatial heterogeneity. This study investigates an underexamined mechanism driving heterogeneous greening patterns, thermokarst lake drainage, which creates drai...
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Online Access: | https://doi.org/10.3390/rs15184561 https://doaj.org/article/5ec98faaff104d2d9c33de7108904089 |
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ftdoajarticles:oai:doaj.org/article:5ec98faaff104d2d9c33de7108904089 2023-10-29T02:33:10+01:00 Effects of Thermokarst Lake Drainage on Localized Vegetation Greening in the Yamal–Gydan Tundra Ecoregion Aobo Liu Yating Chen Xiao Cheng 2023-09-01T00:00:00Z https://doi.org/10.3390/rs15184561 https://doaj.org/article/5ec98faaff104d2d9c33de7108904089 EN eng MDPI AG https://www.mdpi.com/2072-4292/15/18/4561 https://doaj.org/toc/2072-4292 doi:10.3390/rs15184561 2072-4292 https://doaj.org/article/5ec98faaff104d2d9c33de7108904089 Remote Sensing, Vol 15, Iss 4561, p 4561 (2023) Arctic greening drained lake basins permafrost Landsat machine learning Yamal–Gydan tundra ecoregion Science Q article 2023 ftdoajarticles https://doi.org/10.3390/rs15184561 2023-10-01T00:37:02Z As the climate warms, the Arctic permafrost region has undergone widespread vegetation changes, exhibiting overall greening trends but with spatial heterogeneity. This study investigates an underexamined mechanism driving heterogeneous greening patterns, thermokarst lake drainage, which creates drained lake basins (DLBs) that represent localized greening hotspots. Focusing on the Yamal–Gydan region in Siberia, we detect 2712 lakes that have drained during the period of 2000–2020, using Landsat time-series imagery and an automated change detection algorithm. Vegetation changes in the DLBs and the entire study area were quantified through NDVI trend analysis. Additionally, a machine learning model was employed to correlate NDVI trajectories in the DLBs with environmental drivers. We find that DLBs provide ideal conditions for plant colonization, with greenness levels reaching or exceeding those of the surrounding vegetation within about five years. The greening trend in DLBs is 8.4 times the regional average, thus contributing disproportionately despite their small area share. Number of years since lake drainage, annual soil temperature, latitude, air temperature trends, and summer precipitation emerged as key factors influencing DLB greening. Our study highlights lake drainage and subsequent vegetation growth as an important fine-scale process augmenting regional greening signals. Quantifying these dynamics is critical for assessing climate impacts on regional vegetation change. Article in Journal/Newspaper Arctic Greening Arctic permafrost Thermokarst Tundra Siberia Directory of Open Access Journals: DOAJ Articles Remote Sensing 15 18 4561 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
Arctic greening drained lake basins permafrost Landsat machine learning Yamal–Gydan tundra ecoregion Science Q |
spellingShingle |
Arctic greening drained lake basins permafrost Landsat machine learning Yamal–Gydan tundra ecoregion Science Q Aobo Liu Yating Chen Xiao Cheng Effects of Thermokarst Lake Drainage on Localized Vegetation Greening in the Yamal–Gydan Tundra Ecoregion |
topic_facet |
Arctic greening drained lake basins permafrost Landsat machine learning Yamal–Gydan tundra ecoregion Science Q |
description |
As the climate warms, the Arctic permafrost region has undergone widespread vegetation changes, exhibiting overall greening trends but with spatial heterogeneity. This study investigates an underexamined mechanism driving heterogeneous greening patterns, thermokarst lake drainage, which creates drained lake basins (DLBs) that represent localized greening hotspots. Focusing on the Yamal–Gydan region in Siberia, we detect 2712 lakes that have drained during the period of 2000–2020, using Landsat time-series imagery and an automated change detection algorithm. Vegetation changes in the DLBs and the entire study area were quantified through NDVI trend analysis. Additionally, a machine learning model was employed to correlate NDVI trajectories in the DLBs with environmental drivers. We find that DLBs provide ideal conditions for plant colonization, with greenness levels reaching or exceeding those of the surrounding vegetation within about five years. The greening trend in DLBs is 8.4 times the regional average, thus contributing disproportionately despite their small area share. Number of years since lake drainage, annual soil temperature, latitude, air temperature trends, and summer precipitation emerged as key factors influencing DLB greening. Our study highlights lake drainage and subsequent vegetation growth as an important fine-scale process augmenting regional greening signals. Quantifying these dynamics is critical for assessing climate impacts on regional vegetation change. |
format |
Article in Journal/Newspaper |
author |
Aobo Liu Yating Chen Xiao Cheng |
author_facet |
Aobo Liu Yating Chen Xiao Cheng |
author_sort |
Aobo Liu |
title |
Effects of Thermokarst Lake Drainage on Localized Vegetation Greening in the Yamal–Gydan Tundra Ecoregion |
title_short |
Effects of Thermokarst Lake Drainage on Localized Vegetation Greening in the Yamal–Gydan Tundra Ecoregion |
title_full |
Effects of Thermokarst Lake Drainage on Localized Vegetation Greening in the Yamal–Gydan Tundra Ecoregion |
title_fullStr |
Effects of Thermokarst Lake Drainage on Localized Vegetation Greening in the Yamal–Gydan Tundra Ecoregion |
title_full_unstemmed |
Effects of Thermokarst Lake Drainage on Localized Vegetation Greening in the Yamal–Gydan Tundra Ecoregion |
title_sort |
effects of thermokarst lake drainage on localized vegetation greening in the yamal–gydan tundra ecoregion |
publisher |
MDPI AG |
publishDate |
2023 |
url |
https://doi.org/10.3390/rs15184561 https://doaj.org/article/5ec98faaff104d2d9c33de7108904089 |
genre |
Arctic Greening Arctic permafrost Thermokarst Tundra Siberia |
genre_facet |
Arctic Greening Arctic permafrost Thermokarst Tundra Siberia |
op_source |
Remote Sensing, Vol 15, Iss 4561, p 4561 (2023) |
op_relation |
https://www.mdpi.com/2072-4292/15/18/4561 https://doaj.org/toc/2072-4292 doi:10.3390/rs15184561 2072-4292 https://doaj.org/article/5ec98faaff104d2d9c33de7108904089 |
op_doi |
https://doi.org/10.3390/rs15184561 |
container_title |
Remote Sensing |
container_volume |
15 |
container_issue |
18 |
container_start_page |
4561 |
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1781055095673192448 |