Signatures of Wetland Impact: Spatial Distribution of Forest Aboveground Biomass in Tumen River Basin
The Tumen River Basin, located in the cross-border region of China, North Korea, and Russia, constitutes an important ecological barrier in China. Forest here is mainly distributed around wetland, with the distribution of wetland having the potential to regulate regional forest carbon storage. Howev...
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Online Access: | https://www.mdpi.com/2072-4292/13/15/3009 |
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doaj-c24b74cb0a0640739d27ed1ca2377ce22021-08-06T15:30:47ZengMDPI AGRemote Sensing2072-42922021-07-01133009300910.3390/rs13153009Signatures of Wetland Impact: Spatial Distribution of Forest Aboveground Biomass in Tumen River BasinGuanting Lv0Guishan Cui1Xiaoyi Wang2Hangnan Yu3Xiao Huang4Weihong Zhu5Zhehao Lin6College of Geography and Ocean Sciences, Yanbian University, Yanji 133002, ChinaCollege of Geography and Ocean Sciences, Yanbian University, Yanji 133002, ChinaKey Laboratory of Alpine Ecology, Institute of Tibetan Plateau Research, Chinese Academy of Sciences, Beijing 100085, ChinaCollege of Geography and Ocean Sciences, Yanbian University, Yanji 133002, ChinaCollege of Geography and Ocean Sciences, Yanbian University, Yanji 133002, ChinaCollege of Geography and Ocean Sciences, Yanbian University, Yanji 133002, ChinaCollege of Geography and Ocean Sciences, Yanbian University, Yanji 133002, ChinaThe Tumen River Basin, located in the cross-border region of China, North Korea, and Russia, constitutes an important ecological barrier in China. Forest here is mainly distributed around wetland, with the distribution of wetland having the potential to regulate regional forest carbon storage. However, the spatially explicit map of forest aboveground biomass (AGB) and potential impact of drivers, i.e., wetland distribution and climate, is still lacking. We thus use a deep neural network and multi-source remote sensing data to quantify forest AGB in the Tumen River Basin. Our results show the mean forest AGB is 103.43 Mg ha<sup>−1</sup>, with divergent spatial variation along its distance to wetland. The results of correlation analysis showed that with sufficient soil moisture supply, temperature dominant spatial variation of forest aboveground biomass. Noted that using the space for time substitution, we find when wetland decreased by less than 11.1%, the forest AGB decreased by more than 8%. Our result highlight the signatures of wetland impact on its nearby forest carbon storage, and urge the wetland protection, especially under the warming and drying future.https://www.mdpi.com/2072-4292/13/15/3009forest aboveground biomassclimate changedegradation of wetlanddeep learning |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Guanting Lv Guishan Cui Xiaoyi Wang Hangnan Yu Xiao Huang Weihong Zhu Zhehao Lin |
spellingShingle |
Guanting Lv Guishan Cui Xiaoyi Wang Hangnan Yu Xiao Huang Weihong Zhu Zhehao Lin Signatures of Wetland Impact: Spatial Distribution of Forest Aboveground Biomass in Tumen River Basin Remote Sensing forest aboveground biomass climate change degradation of wetland deep learning |
author_facet |
Guanting Lv Guishan Cui Xiaoyi Wang Hangnan Yu Xiao Huang Weihong Zhu Zhehao Lin |
author_sort |
Guanting Lv |
title |
Signatures of Wetland Impact: Spatial Distribution of Forest Aboveground Biomass in Tumen River Basin |
title_short |
Signatures of Wetland Impact: Spatial Distribution of Forest Aboveground Biomass in Tumen River Basin |
title_full |
Signatures of Wetland Impact: Spatial Distribution of Forest Aboveground Biomass in Tumen River Basin |
title_fullStr |
Signatures of Wetland Impact: Spatial Distribution of Forest Aboveground Biomass in Tumen River Basin |
title_full_unstemmed |
Signatures of Wetland Impact: Spatial Distribution of Forest Aboveground Biomass in Tumen River Basin |
title_sort |
signatures of wetland impact: spatial distribution of forest aboveground biomass in tumen river basin |
publisher |
MDPI AG |
series |
Remote Sensing |
issn |
2072-4292 |
publishDate |
2021-07-01 |
description |
The Tumen River Basin, located in the cross-border region of China, North Korea, and Russia, constitutes an important ecological barrier in China. Forest here is mainly distributed around wetland, with the distribution of wetland having the potential to regulate regional forest carbon storage. However, the spatially explicit map of forest aboveground biomass (AGB) and potential impact of drivers, i.e., wetland distribution and climate, is still lacking. We thus use a deep neural network and multi-source remote sensing data to quantify forest AGB in the Tumen River Basin. Our results show the mean forest AGB is 103.43 Mg ha<sup>−1</sup>, with divergent spatial variation along its distance to wetland. The results of correlation analysis showed that with sufficient soil moisture supply, temperature dominant spatial variation of forest aboveground biomass. Noted that using the space for time substitution, we find when wetland decreased by less than 11.1%, the forest AGB decreased by more than 8%. Our result highlight the signatures of wetland impact on its nearby forest carbon storage, and urge the wetland protection, especially under the warming and drying future. |
topic |
forest aboveground biomass climate change degradation of wetland deep learning |
url |
https://www.mdpi.com/2072-4292/13/15/3009 |
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