Investigating the spatio-temporal variability of soil organic carbon stocks in different ecosystems of China

被引:37
|
作者
Wang, Shuai [1 ,2 ]
Xu, Li [2 ]
Zhuang, Qianlai [3 ]
He, Nianpeng [2 ,4 ,5 ]
机构
[1] Shenyang Agr Univ, Coll Land & Environm, Shenyang 110866, Liaoning, Peoples R China
[2] Chinese Acad Sci, Key Lab Ecosyst Network Observat & Modeling, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
[3] Purdue Univ, Dept Earth Atmospher & Planetary Sci, W Lafayette, IN 47907 USA
[4] Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China
[5] Northeast Normal Univ, Key Lab Vegetat Ecol, Minist Educ, Changchun 100024, Peoples R China
基金
中国国家自然科学基金;
关键词
Soil organic carbon stocks; Climate variables; Spatial variation; Boosted regression trees; VERTICAL-DISTRIBUTION; SPATIAL-DISTRIBUTION; NITROGEN POOLS; CLIMATE-CHANGE; REGRESSION; STORAGE; DETERMINANTS; CROPLAND; SCALES; AREA;
D O I
10.1016/j.scitotenv.2020.143644
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Soil organic carbon (SOC) significantly influences soil fertility, soil water holding capacity, and plant productivity. In this study, we applied two boosted regression tree (BRT) models to map SOC stocks across China in the 1980s and the 2010s. The models incorporated nine environmental variables (climate, topography, and biology) and 8897 (in the 1980s) and 4534 (in the 2010s) topsoil (0-20 cm) samples. During the two study periods, 20% of the soil samples were randomly selected for model testing, and the remaining samples were used as a training set to construct the models. The verification results showed that incorporating climate environment variables significantly improved the model prediction in both study periods. Mean annual temperature, mean annual precipitation, elevation, and the normalized difference vegetation index were the dominant environmental factors affecting the spatial distribution of SOC stocks. The full-variable model predicted similar spatial distributions of SOC stocks for the 1980s and the 2010s. SOC stocks in China showed an increasing trend over the past 30 years, from 3.9 kg m(-2) in the 1980s to 4.6 kg m(-2) in the 2010s. In both periods, topsoil SOC stocks were mainly stored in agroecosystems, forests, and grasslands in the 1980s, with values of 9.5, 12.0, and 11.4 Pg C, respectively. Our study provides reliable information on Chain's carbon distribution, which can be used by land managers and the national government to formulate relevant land use and carbon sequestration policies. (C) 2020 Elsevier B.V. All rights reserved.
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页数:10
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