Browsing by Author "Gallo, Paulo"

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    A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods
    (Remote Sensing - MDPI, 2024-12-04) Anjos Bartsch, Bruno; Rosin, Nicolas Augusto; Santos, Uemeson José; Coblinski, João Augusto; Pelegrino, Marcelo; Fim Rosas, Jorge Tadeu; Poppiel, Raul Roberto; Ortiz, Ednilson; Kochinki, Viviana; Gallo, Paulo; Ben Dor, Eyal; Falcioni, Renan; Nanni, Marcos Rafael; Gonçalves, João; Almeida de Oliveira, Caio; Vedana, Nicole; Herrig Furlanetto, Renato; Demattê, José
    The need to maintain soil health and produce more food worldwide has increased, and soil analysis is essential for its management. Although spectroscopy has emerged as an important tool, it is important to focus primarily on predictive modeling procedures rather than specific protocols. This article aims to contribute to a routine work sequence in a hybrid laboratory that seeks to provide the best data for its users. In this study, 18,730 soil samples from the state of Paraná, Brazil, were analyzed using three different laboratories, sensors and geometries for data acquisition. Thirty soil properties were analyzed, some using different chemical methodologies for comparison purposes. After a spectral reading, two literary protocols were applied, and the final prediction results were observed. We applied cubist models, which were the best for our population. The combination of different spectral analysis systems, with a standardized protocol using LB for the ISS detection of discrepant samples, was shown to significantly improve the accuracy of predictions for 21 of the 30 soil properties analyzed, highlighting the importance of choosing the extraction methodology and improving data quality, which have a significant impact on laboratory analyses, reaffirming spectroscopy as an essential tool for the efficient and sustainable management of soil resources.