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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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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