Spatial-Temporal Changes of Soil Organic Carbon Content in Wafangdian, China

Soil organic carbon (SOC) plays an important role in soil fertility and the global carbon cycle. A better understanding of spatial-temporal changes of SOC content is essential for soil resource management, emission studies, and carbon accounting. In this study, we used a boosted regression trees (BR...

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Main Authors: Shuai Wang, Qiubing Wang, Kabindra Adhikari, Shuhai Jia, Xinxin Jin, Hongbin Liu
Format: Article
Language:English
Published: MDPI AG 2016-11-01
Series:Sustainability
Subjects:
Online Access:http://www.mdpi.com/2071-1050/8/11/1154
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spelling doaj-624d5f4e217c43428fd1da15b9563a7d2020-11-24T22:16:59ZengMDPI AGSustainability2071-10502016-11-01811115410.3390/su8111154su8111154Spatial-Temporal Changes of Soil Organic Carbon Content in Wafangdian, ChinaShuai Wang0Qiubing Wang1Kabindra Adhikari2Shuhai Jia3Xinxin Jin4Hongbin Liu5College of Land and Environment, Shenyang Agricultural University, Shenyang 110866, Liaoning Province, ChinaCollege of Land and Environment, Shenyang Agricultural University, Shenyang 110866, Liaoning Province, ChinaDepartment of Soil Science, University of Wisconsin-Madison, Madison, WI 53706, USACollege of Land and Environment, Shenyang Agricultural University, Shenyang 110866, Liaoning Province, ChinaCollege of Land and Environment, Shenyang Agricultural University, Shenyang 110866, Liaoning Province, ChinaCollege of Land and Environment, Shenyang Agricultural University, Shenyang 110866, Liaoning Province, ChinaSoil organic carbon (SOC) plays an important role in soil fertility and the global carbon cycle. A better understanding of spatial-temporal changes of SOC content is essential for soil resource management, emission studies, and carbon accounting. In this study, we used a boosted regression trees (BRT) model to map distributions of SOC content in the topsoil (0–20 cm) and evaluated its temporal dynamics from 1990–2010 in Wafangdian City, northeast of China. A set of 110 (1990) and 127 (2010) soil samples were collected and nine environment variables (including topography and vegetation) were used. A 10-fold cross-validation was used to evaluate model performance as well as predictive uncertainty. Accuracy assessments showed that R2 of 0.53 and RMSE (Root-mean-square error) of 9.7 g∙kg−1 for 1990, and 0.55, and 5.2 g∙kg−1 for 2010. Elevation and NDVI (Normalized Difference Vegetation Index) were the two important variables affecting SOC distribution. Results showed that mean SOC content decreased from 19 ± 14 to 18 ± 8 g∙kg−1 over a 20 year period. The maps of SOC represented a decreasing trend from south to north across the study area in both periods. Rapid urbanization and land-use changes were accountable for declining SOC levels. We believe predicted maps of SOC can help local land managers and government agencies to evaluate soil quality and assess carbon sequestration potential and carbon credits.http://www.mdpi.com/2071-1050/8/11/1154soil organic carbondigital soil mappingboosted regression treesland-use changetopography
collection DOAJ
language English
format Article
sources DOAJ
author Shuai Wang
Qiubing Wang
Kabindra Adhikari
Shuhai Jia
Xinxin Jin
Hongbin Liu
spellingShingle Shuai Wang
Qiubing Wang
Kabindra Adhikari
Shuhai Jia
Xinxin Jin
Hongbin Liu
Spatial-Temporal Changes of Soil Organic Carbon Content in Wafangdian, China
Sustainability
soil organic carbon
digital soil mapping
boosted regression trees
land-use change
topography
author_facet Shuai Wang
Qiubing Wang
Kabindra Adhikari
Shuhai Jia
Xinxin Jin
Hongbin Liu
author_sort Shuai Wang
title Spatial-Temporal Changes of Soil Organic Carbon Content in Wafangdian, China
title_short Spatial-Temporal Changes of Soil Organic Carbon Content in Wafangdian, China
title_full Spatial-Temporal Changes of Soil Organic Carbon Content in Wafangdian, China
title_fullStr Spatial-Temporal Changes of Soil Organic Carbon Content in Wafangdian, China
title_full_unstemmed Spatial-Temporal Changes of Soil Organic Carbon Content in Wafangdian, China
title_sort spatial-temporal changes of soil organic carbon content in wafangdian, china
publisher MDPI AG
series Sustainability
issn 2071-1050
publishDate 2016-11-01
description Soil organic carbon (SOC) plays an important role in soil fertility and the global carbon cycle. A better understanding of spatial-temporal changes of SOC content is essential for soil resource management, emission studies, and carbon accounting. In this study, we used a boosted regression trees (BRT) model to map distributions of SOC content in the topsoil (0–20 cm) and evaluated its temporal dynamics from 1990–2010 in Wafangdian City, northeast of China. A set of 110 (1990) and 127 (2010) soil samples were collected and nine environment variables (including topography and vegetation) were used. A 10-fold cross-validation was used to evaluate model performance as well as predictive uncertainty. Accuracy assessments showed that R2 of 0.53 and RMSE (Root-mean-square error) of 9.7 g∙kg−1 for 1990, and 0.55, and 5.2 g∙kg−1 for 2010. Elevation and NDVI (Normalized Difference Vegetation Index) were the two important variables affecting SOC distribution. Results showed that mean SOC content decreased from 19 ± 14 to 18 ± 8 g∙kg−1 over a 20 year period. The maps of SOC represented a decreasing trend from south to north across the study area in both periods. Rapid urbanization and land-use changes were accountable for declining SOC levels. We believe predicted maps of SOC can help local land managers and government agencies to evaluate soil quality and assess carbon sequestration potential and carbon credits.
topic soil organic carbon
digital soil mapping
boosted regression trees
land-use change
topography
url http://www.mdpi.com/2071-1050/8/11/1154
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