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Improving Infrared Spectroscopy Characterization of Soil Organic Matter with Spectral Subtractions
Published on: January 10, 2019
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Soil organic carbon sequestration potential explained by mineralogical and microbiological activity using spectral
Heidy Soledad Rodríguez-Albarracín1, José A M Demattê1, Nícolas Augusto Rosin1
1Departament of Soil Science, Luiz de Queiroz College of Agriculture (ESALQ), University of São Paulo (USP), Piracicaba, São Paulo 13418-900, Brazil.
The Science of the Total Environment
|July 11, 2024
Summary
Soil carbon sequestration potential can be mapped using spectral analysis of minerals and microbial activity. This research identified key soil properties and microbial indicators for predicting carbon storage, crucial for climate change mitigation.
Area of Science:
- Soil Science
- Microbiology
- Geochemistry
- Remote Sensing
Background:
- Soil carbon sequestration is vital for reducing atmospheric CO2, but its capacity is influenced by soil mineralogy and microbial interactions.
- Soil organic matter (SOM) and clay minerals possess functional groups that interact with specific light wavelengths (Vis-NIR-SWIR, Mid-IR), influencing microbial activity.
- Understanding these spectral-mineral-microbial relationships is key to assessing soil's carbon sequestration potential.
Purpose of the Study:
- To determine the relationship between mineralogical and organic compounds and their role in carbon sequestration in Brazilian soils using spectral data.
- To map microbiological activity and quantify soil properties related to carbon sequestration using spectral transfer functions and digital soil mapping.
Main Methods:
- Utilized spectral analysis in Vis-NIR-SWIR and Mid-IR ranges to identify interactions between soil minerals, organic matter, and microbial communities.
- Applied spectral transfer functions and digital soil mapping to quantify microbiological activity (R² 0.77-0.85).
- Employed recursive feature elimination (RFE) to identify specific spectral bands correlating with enzymatic activity, microbial biomass carbon (MBC), particulate organic matter (POM), and mineral-associated organic matter (MAOM) (correlations 0.64-0.98).
Main Results:
- Successfully mapped microbiological activity and quantified key soil carbon components using spectral data.
- Developed prediction models for carbon sequestration potential integrating microbiological and mineralogical variables.
- Identified soil properties like kaolinite, hematite, goethite, gibbsite, fungal abundance, and POM as significant predictors of carbon sequestration.
Conclusions:
- Spectral analysis is a powerful tool for assessing soil carbon sequestration potential by linking mineralogy and microbial activity.
- Fungal abundance emerged as a primary microbiological indicator, while enzymatic activity was less significant for predicting carbon sequestration.
- Integrating spectral data with land use history can identify areas critical for carbon sequestration, offering strategies for climate change mitigation.
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