Effects of land cover on ecosystem services in Tanzania: A spatial assessment of soil organic carbon
The multiple ecosystem services provided by healthy soil are well known and include soil carbon sequestration to mitigate climate change, a medium for plant and agricultural production and regulating the hydrologic cycle. Despite the wide recognition of the importance of these services, drivers of s...
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Published in | Geoderma Vol. 263; pp. 274 - 283 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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Elsevier B.V
01.02.2016
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Abstract | The multiple ecosystem services provided by healthy soil are well known and include soil carbon sequestration to mitigate climate change, a medium for plant and agricultural production and regulating the hydrologic cycle. Despite the wide recognition of the importance of these services, drivers of soil organic carbon (SOC) dynamics across various land uses in East Africa are poorly understood. The objectives of this study were threefold: to quantify SOC stocks across Tanzania; assess the effect of land cover and erosion on SOC; and investigate the relationship between inherent and dynamic soil properties under diverse land uses. The Land Degradation Surveillance Framework (LDSF) was used to assess the variability of ecological metrics at different spatial scales. SOC was quantified within and between different land cover types (forest, woodland, shrubland, grassland and cropland) in Tanzania. A total of 2052 soil samples from 1082–1000m2 plots were collected from seven 100-km2 sentinel sites in 2010. Composite soil samples were collected at each plot from two depths (0–20 and 20–50cm) and cumulative soil mass samples were collected to 100cm. Soil samples were analyzed using a combination of traditional analytical laboratory methods and mid-infrared spectroscopy (MIR). Model performance of MIR spectral predictions for carbon was good, with an R2 of >0.95 and RMSEP of 4.3gkg−1, when using an independent validation datasets. Woodland and cropland were the most frequently occurring vegetation structure types in the sampled sites, with 388 and 246 plots, respectively. Average topsoil OC (and range) was 12.4 (1.5–81.4) gCkg−1 (n=1082) and average subsoil OC (and range) was 7.3 (0.64–53.8) gCkg−1 (n=970) for the seven sites. Forested plots had the highest mean topsoil organic carbon concentrations (17.3gCkg−1) followed by cropland (13.3gCkg−1), for all sites included in the study, but with high levels of variability between sites. Soil mass at 30cm was measured and these data were used to calculate carbon stocks for the different land cover types. An approach based on remote sensing was explored for the mapping of SOC stocks at 30cm for Tanzania using Moderate Resolution Imaging Spectroradiometer (MODIS) imagery from 2012. Results indicate that the use of image reflectance for the mapping of SOC stocks has promising potential, with R2 values ranging from 0.77 to 0.81 and RMSEP values from 0.90 to 1.03kgm−2 for the three validation datasets. There is high utility of these maps for strategic land management interventions that prioritize ecosystem services.
•Systematic land health surveys were used to quantify the effect of land cover on SOC.•Prediction models of soil properties using mid-infrared spectroscopy performed well.•Overall, soil organic carbon decreased in eroded relative to non-eroded plots.•Map of soil organic carbon stocks to 30cm was produced for Tanzania based on MODIS reflectance data. |
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AbstractList | The multiple ecosystem services provided by healthy soil are well known and include soil carbon sequestration to mitigate climate change, a medium for plant and agricultural production and regulating the hydrologic cycle. Despite the wide recognition of the importance of these services, drivers of soil organic carbon (SOC) dynamics across various land uses in East Africa are poorly understood. The objectives of this study were threefold: to quantify SOC stocks across Tanzania; assess the effect of land cover and erosion on SOC; and investigate the relationship between inherent and dynamic soil properties under diverse land uses. The Land Degradation Surveillance Framework (LDSF) was used to assess the variability of ecological metrics at different spatial scales. SOC was quantified within and between different land cover types (forest, woodland, shrubland, grassland and cropland) in Tanzania. A total of 2052 soil samples from 1082–1000m² plots were collected from seven 100-km² sentinel sites in 2010. Composite soil samples were collected at each plot from two depths (0–20 and 20–50cm) and cumulative soil mass samples were collected to 100cm. Soil samples were analyzed using a combination of traditional analytical laboratory methods and mid-infrared spectroscopy (MIR). Model performance of MIR spectral predictions for carbon was good, with an R² of >0.95 and RMSEP of 4.3gkg⁻¹, when using an independent validation datasets. Woodland and cropland were the most frequently occurring vegetation structure types in the sampled sites, with 388 and 246 plots, respectively. Average topsoil OC (and range) was 12.4 (1.5–81.4) gCkg⁻¹ (n=1082) and average subsoil OC (and range) was 7.3 (0.64–53.8) gCkg⁻¹ (n=970) for the seven sites. Forested plots had the highest mean topsoil organic carbon concentrations (17.3gCkg⁻¹) followed by cropland (13.3gCkg⁻¹), for all sites included in the study, but with high levels of variability between sites. Soil mass at 30cm was measured and these data were used to calculate carbon stocks for the different land cover types. An approach based on remote sensing was explored for the mapping of SOC stocks at 30cm for Tanzania using Moderate Resolution Imaging Spectroradiometer (MODIS) imagery from 2012. Results indicate that the use of image reflectance for the mapping of SOC stocks has promising potential, with R² values ranging from 0.77 to 0.81 and RMSEP values from 0.90 to 1.03kgm⁻² for the three validation datasets. There is high utility of these maps for strategic land management interventions that prioritize ecosystem services. The multiple ecosystem services provided by healthy soil are well known and include soil carbon sequestration to mitigate climate change, a medium for plant and agricultural production and regulating the hydrologic cycle. Despite the wide recognition of the importance of these services, drivers of soil organic carbon (SOC) dynamics across various land uses in East Africa are poorly understood. The objectives of this study were threefold: to quantify SOC stocks across Tanzania; assess the effect of land cover and erosion on SOC; and investigate the relationship between inherent and dynamic soil properties under diverse land uses. The Land Degradation Surveillance Framework (LDSF) was used to assess the variability of ecological metrics at different spatial scales. SOC was quantified within and between different land cover types (forest, woodland, shrubland, grassland and cropland) in Tanzania. A total of 2052 soil samples from 1082–1000m2 plots were collected from seven 100-km2 sentinel sites in 2010. Composite soil samples were collected at each plot from two depths (0–20 and 20–50cm) and cumulative soil mass samples were collected to 100cm. Soil samples were analyzed using a combination of traditional analytical laboratory methods and mid-infrared spectroscopy (MIR). Model performance of MIR spectral predictions for carbon was good, with an R2 of >0.95 and RMSEP of 4.3gkg−1, when using an independent validation datasets. Woodland and cropland were the most frequently occurring vegetation structure types in the sampled sites, with 388 and 246 plots, respectively. Average topsoil OC (and range) was 12.4 (1.5–81.4) gCkg−1 (n=1082) and average subsoil OC (and range) was 7.3 (0.64–53.8) gCkg−1 (n=970) for the seven sites. Forested plots had the highest mean topsoil organic carbon concentrations (17.3gCkg−1) followed by cropland (13.3gCkg−1), for all sites included in the study, but with high levels of variability between sites. Soil mass at 30cm was measured and these data were used to calculate carbon stocks for the different land cover types. An approach based on remote sensing was explored for the mapping of SOC stocks at 30cm for Tanzania using Moderate Resolution Imaging Spectroradiometer (MODIS) imagery from 2012. Results indicate that the use of image reflectance for the mapping of SOC stocks has promising potential, with R2 values ranging from 0.77 to 0.81 and RMSEP values from 0.90 to 1.03kgm−2 for the three validation datasets. There is high utility of these maps for strategic land management interventions that prioritize ecosystem services. •Systematic land health surveys were used to quantify the effect of land cover on SOC.•Prediction models of soil properties using mid-infrared spectroscopy performed well.•Overall, soil organic carbon decreased in eroded relative to non-eroded plots.•Map of soil organic carbon stocks to 30cm was produced for Tanzania based on MODIS reflectance data. |
Author | Winowiecki, Leigh Huising, Jeroen Vågen, Tor-Gunnar |
Author_xml | – sequence: 1 givenname: Leigh surname: Winowiecki fullname: Winowiecki, Leigh email: l.a.winowiecki@cgiar.org organization: International Center for Tropical Agriculture (CIAT), Nairobi, Kenya – sequence: 2 givenname: Tor-Gunnar surname: Vågen fullname: Vågen, Tor-Gunnar organization: World Agroforestry Centre (ICRAF), Nairobi, Kenya – sequence: 3 givenname: Jeroen orcidid: 0000-0002-5567-5289 surname: Huising fullname: Huising, Jeroen organization: International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria |
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Keywords | Erosion prevalence Spatial scales Spectroscopy SOC stocks Remote sensing |
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SubjectTerms | carbon sequestration carbon sinks climate change cropland data collection ecosystem services Erosion prevalence forests grasslands hydrologic cycle laboratory techniques land cover land degradation land use model validation moderate resolution imaging spectroradiometer monitoring prediction reflectance Remote sensing shrublands SOC stocks soil organic carbon soil properties soil sampling Spatial scales Spectroscopy Tanzania topsoil vegetation structure woodlands |
Title | Effects of land cover on ecosystem services in Tanzania: A spatial assessment of soil organic carbon |
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