A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods
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...
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MDPI AG
2024-12-01
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| author | Bruno dos Anjos Bartsch Nicolas Augusto Rosin Uemeson José dos Santos João Augusto Coblinski Marcelo H. P. Pelegrino Jorge Tadeu Fim Rosas Raul Roberto Poppiel Ednilson Batista Ortiz Viviane Cristina Vivian Kochinki Paulo Gallo Eyal Ben Dor Renan Falcioni Marcos Rafael Nanni João Vitor Ferreira Gonçalves Caio Almeida de Oliveira Nicole Ghinzelli Vedana Vedana Renato Herrig Furlanetto José A. M. Demattê |
| author_facet | Bruno dos Anjos Bartsch Nicolas Augusto Rosin Uemeson José dos Santos João Augusto Coblinski Marcelo H. P. Pelegrino Jorge Tadeu Fim Rosas Raul Roberto Poppiel Ednilson Batista Ortiz Viviane Cristina Vivian Kochinki Paulo Gallo Eyal Ben Dor Renan Falcioni Marcos Rafael Nanni João Vitor Ferreira Gonçalves Caio Almeida de Oliveira Nicole Ghinzelli Vedana Vedana Renato Herrig Furlanetto José A. M. Demattê |
| author_sort | Bruno dos Anjos Bartsch |
| collection | DOAJ |
| description | 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. |
| format | Article |
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| institution | OA Journals |
| issn | 2072-4292 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Remote Sensing |
| spelling | doaj-art-e1645372b2504232a7b340ab234df19e2025-08-20T02:38:50ZengMDPI AGRemote Sensing2072-42922024-12-011623454310.3390/rs16234543A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven MethodsBruno dos Anjos Bartsch0Nicolas Augusto Rosin1Uemeson José dos Santos2João Augusto Coblinski3Marcelo H. P. Pelegrino4Jorge Tadeu Fim Rosas5Raul Roberto Poppiel6Ednilson Batista Ortiz7Viviane Cristina Vivian Kochinki8Paulo Gallo9Eyal Ben Dor10Renan Falcioni11Marcos Rafael Nanni12João Vitor Ferreira Gonçalves13Caio Almeida de Oliveira14Nicole Ghinzelli Vedana Vedana15Renato Herrig Furlanetto16José A. M. Demattê17Department of Soil Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Av. Pádua Dias 11, Piracicaba 13418-260, SP, BrazilDepartment of Soil Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Av. Pádua Dias 11, Piracicaba 13418-260, SP, BrazilFederal Institute of Education, Science, and Technology of Pará, Campus Santarém, Av. Mal. Castelo Branco, Interventoria 621, Santarém 68020-820, PA, BrazilInstitute of Soil Science and Plant Cultivation—State Research Institute, Czartoryskich 8, 24-100 Puławy, PolandDepartment of Soil Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Av. Pádua Dias 11, Piracicaba 13418-260, SP, BrazilDepartment of Soil Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Av. Pádua Dias 11, Piracicaba 13418-260, SP, BrazilDepartment of Soil Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Av. Pádua Dias 11, Piracicaba 13418-260, SP, BrazilABC Foundation Laboratory, Castro 84165-250, PR, BrazilABC Foundation Laboratory, Castro 84165-250, PR, BrazilABC Foundation Laboratory, Castro 84165-250, PR, BrazilRemote Sensing Laboratory, Geography Department, Porter School of the Environment and Earth Sciences, Faculty of Exact Sciences, Tel Aviv University, Tel Aviv 699780, IsraelDepartment of Agronomy, State University of Maringá, Av. Colombo 5790, Maringá 87020-900, PR, BrazilDepartment of Agronomy, State University of Maringá, Av. Colombo 5790, Maringá 87020-900, PR, BrazilDepartment of Agronomy, State University of Maringá, Av. Colombo 5790, Maringá 87020-900, PR, BrazilDepartment of Agronomy, State University of Maringá, Av. Colombo 5790, Maringá 87020-900, PR, BrazilDepartment of Agronomy, State University of Maringá, Av. Colombo 5790, Maringá 87020-900, PR, BrazilWeed Science Laboratory, Gulf Coast Research and Education Center, University of Florida, Wimauma, FL 33598, USADepartment of Soil Science, Luiz de Queiroz College of Agriculture, University of São Paulo, Av. Pádua Dias 11, Piracicaba 13418-260, SP, BrazilThe 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.https://www.mdpi.com/2072-4292/16/23/4543laboratory spectroscopypedometricssoil qualityspectral standardization soil analysis |
| spellingShingle | Bruno dos Anjos Bartsch Nicolas Augusto Rosin Uemeson José dos Santos João Augusto Coblinski Marcelo H. P. Pelegrino Jorge Tadeu Fim Rosas Raul Roberto Poppiel Ednilson Batista Ortiz Viviane Cristina Vivian Kochinki Paulo Gallo Eyal Ben Dor Renan Falcioni Marcos Rafael Nanni João Vitor Ferreira Gonçalves Caio Almeida de Oliveira Nicole Ghinzelli Vedana Vedana Renato Herrig Furlanetto José A. M. Demattê A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods Remote Sensing laboratory spectroscopy pedometrics soil quality spectral standardization soil analysis |
| title | A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods |
| title_full | A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods |
| title_fullStr | A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods |
| title_full_unstemmed | A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods |
| title_short | A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods |
| title_sort | step forward in hybrid soil laboratory analysis merging chemometric corrections protocols and data driven methods |
| topic | laboratory spectroscopy pedometrics soil quality spectral standardization soil analysis |
| url | https://www.mdpi.com/2072-4292/16/23/4543 |
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