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Spectroscopy: towards eco and human friendly soil analysis

ITPS Soil Letters #4









Full ITPS soil letters series



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    Booklet
    A course on applied data analytics for soil analysis with infrared spectroscopy
    Soil spectroscopy training manual 2
    2025
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    This document provides a comprehensive guide to the process of soil spectroscopic modelling, from data acquisition to interpretation, with a focus on using R for analytical modelling. It covers the entire workflow involved in generating reliable predictions of soil properties from spectral data, including data preprocessing, exploratory analysis, calibration, model training, and validation. Practical examples in R are provided throughout, illustrating key steps such as spectral transformation, principal component (PC) analysis, and multivariate regression techniques for predictive modelling. These steps help convert raw spectral data into actionable insights, allowing users to estimate soil attributes like organic carbon (C), clay content, and mineral composition. The document introduces well-known mathematical transfer functions, which correlate spectral wavelengths to soil properties, and how these models can be calibrated using conventional laboratory analysed reference data. Additionally, it explores the challenges of interpreting complex infrared spectra, especially the overlapping absorption bands in the vis-NIR region, and provides strategies to overcome these difficulties. It emphasizes the use of chemometric tools, such as partial least squares (PLS) regression, to extract meaningful relationships between spectral features and soil attributes. This document is the second in a series of three training materials designed to guide users through basic, intermediate, and advanced topics in soil vis-NIR and MIR spectroscopy. The content is aimed at equipping researchers, practitioners and soil laboratory technicians with the knowledge and tools needed to apply spectroscopic techniques for soil analysis, with a focus on practical implementation using R.
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    Booklet
    A primer on soil analysis using visible and near-infrared (vis-NIR) and mid-infrared (MIR) spectroscopy
    Soil spectroscopy training manual #1
    2022
    “A primer on soil analysis using visible and near-infrared (vis-NIR) and mid-infrared (MIR) spectroscopy” is the first training material on the topic of soil spectroscopy for beginner levels, by the Global Soil Laboratory Network Initiative on Soil Spectroscopy (GLOSOLAN-Spec) of the Global Soil Partnership, FAO. This document provides an introduction to the use of soil spectroscopy for soil analysis and covers the basic and fundamental procedures for using this technology for soil analysis. The series “Soil spectroscopy training material” is part of the Global Soil Laboratory Network (GLOSOLAN) to strengthen the capacity of laboratories in soil analysis. It provides a series of training materials covering wide range of topics in soil vis-NIR and MIR spectroscopy. The overall objective is to develop national and regional soil spectral libraries with an estimation service, and to provide advisory services on appropriate instrumentation.
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    Meeting
    Report of the First Plenary Meeting on soil spectroscopy of the Global Soil Laboratory Network (GLOSOLAN).
    GLOSOLAN spectroscopy-I/20/Report. Virtual meeting, 23-25 September 2020
    2020
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