Mapping of Soil Organic Carbon Stocks Based on Aerial Photography in a Fragmented Desertification Landscape
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作者:
Lian, Jie
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Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Lian, Jie
[1
]
Gong, Xiangwen
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Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R China
Chongqing Inst Geol & Mineral Resources, Chongqing 401120, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Gong, Xiangwen
[1
,2
,3
]
Wang, Xinyuan
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机构:
Univ Chinese Acad Sci, Beijing 100049, Peoples R China
Gansu Monitoring Ctr Ecol Resources, Lanzhou 730000, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Wang, Xinyuan
[2
,4
]
Wang, Xuyang
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机构:
Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Wang, Xuyang
[1
]
Zhao, Xueyong
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机构:
Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Zhao, Xueyong
[1
,2
]
Li, Xin
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机构:
Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
CAS Ctr Excellence Tibetan Plateau Earth Sci, Beijing 100101, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Li, Xin
[1
,5
]
Su, Na
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机构:
Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Su, Na
[1
]
Li, Yuqiang
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机构:
Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Univ Chinese Acad Sci, Beijing 100049, Peoples R ChinaChinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
Li, Yuqiang
[1
,2
]
机构:
[1] Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou 730000, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Chongqing Inst Geol & Mineral Resources, Chongqing 401120, Peoples R China
[4] Gansu Monitoring Ctr Ecol Resources, Lanzhou 730000, Peoples R China
[5] CAS Ctr Excellence Tibetan Plateau Earth Sci, Beijing 100101, Peoples R China
Northern China's agropastoral ecotone has been a key area of desertification control for decades, and digital maps of its soil organic carbon (SOC) stocks are needed to reveal the gaps between the actual SOC levels and baseline to support land degradation neutrality (LDN) under the Sustainable Development Goals. However, reliable soil information is scarce, and accurate prediction is hindered by the fragmented landscape, which is a dominant characteristic of desertified land. To improve the patchiness identification and accuracy of SOC prediction, we conducted field surveys and collected low-altitude aerial images along the desertification degrees (severe and extremely severe, moderate, slight) in the Horqin Sandy Land. Linear regressions were performed on the relationships between the normalized difference vegetation index and the fractional vegetation cover (FVC) extracted from aerial images, and regression kriging was applied to predict SOC stocks based on the soil-forming factors (vegetation, climate, and topography). Our prediction and cross-validation showed that the fragmented structure and prediction accuracy of SOC stocks were both greatly improved for desertified land. The FVC (R-c(2) = 0.94) and evapotranspiration (R-c(2) = 0.86) had significant positive effects on SOC stocks, respectively, with indirect and direct causal relationships. Our results could provide soil information with better patchiness and accuracy to help policymakers determine the future LDN status in this fragmented desertification landscape. As drone technology becomes more available, it will fully support digital mapping of soil properties.
机构:
Forest Res & Training Ctr, Kathmandu, Nepal
Western Sydney Univ, Hawkesbury Inst Environm, Sydney, AustraliaForest Res & Training Ctr, Kathmandu, Nepal
Khanal, Shiva
Nolan, Rachael H.
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Western Sydney Univ, Hawkesbury Inst Environm, Sydney, AustraliaForest Res & Training Ctr, Kathmandu, Nepal
Nolan, Rachael H.
Medlyn, Belinda E.
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机构:
Western Sydney Univ, Hawkesbury Inst Environm, Sydney, AustraliaForest Res & Training Ctr, Kathmandu, Nepal
Medlyn, Belinda E.
Boer, Matthias M.
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h-index: 0
机构:
Western Sydney Univ, Hawkesbury Inst Environm, Sydney, AustraliaForest Res & Training Ctr, Kathmandu, Nepal
机构:
PSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
Barre, Pierre
Durand, Hermine
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PSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
AgroParisTech, INRA AgroParisTech, UMR ECOSYS, F-78850 Thiverval Grignon, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
Durand, Hermine
Chenu, Claire
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机构:
AgroParisTech, INRA AgroParisTech, UMR ECOSYS, F-78850 Thiverval Grignon, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
Chenu, Claire
Meunier, Patrick
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PSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
Meunier, Patrick
Montagne, David
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AgroParisTech, INRA AgroParisTech, UMR ECOSYS, F-78850 Thiverval Grignon, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
Montagne, David
Castel, Geraldine
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PSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
Castel, Geraldine
Billiou, Daniel
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AgroParisTech, INRA AgroParisTech, UMR ECOSYS, F-78850 Thiverval Grignon, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
Billiou, Daniel
Soucemarianadin, Laure
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PSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France
Soucemarianadin, Laure
Cecillon, Lauric
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机构:
Univ Grenoble Alpes, IRSTEA, 2 Rue Papeterie, F-38402 St Martin Dheres, FrancePSL Res Univ, Lab Geol ENS, UMR8538, CNRS, 24 Rue Lhomond, F-75231 Paris 05, France