Remote Sensing from Ground to Space Platforms Associated with Terrain Attributes as a Hybrid Strategy on the Development of a Pedological Map. - José Alexandre Melo Demattê; Leonardo Ramirez-Lopez; Rodnei Rizzo; Marcos Rafael Nanni; Peterson Ricardo Fiorio; Caio T. Fongaro; Luiz G. Medeiros Neto; José Lucas Safanelli; Pedro Paulo da S. Barros (Remote. Sens., 2016)

Multi-scale mapping of oil-sands in Anhembi (Brazil) using imaging spectroscopy. - Saeid Asadzadeh; Carlos Roberto de Souza Filho; Marcos Rafael Nanni; Alessandro Batezelli (Int. J. Appl. Earth Obs. Geoinformation, 2019)

Object-based image analysis supported by data mining to discriminate large areas of soybean. - Carlos Antonio da Silva Junior; Marcos Rafael Nanni; José Francisco de Oliveira-Júnior; Everson Cezar; Paulo Eduardo Teodoro; Rafael Coll Delgado; Luciano Shozo Shiratsuchi; Muhammad Shakir; Marcelo Luiz Chicati (Int. J. Digit. Earth, 2019)

Strategies for the Development of Spectral Models for Soil Organic Matter Estimation. - Everson Cezar; Marcos Rafael Nanni; Luís Guilherme Teixeira Crusiol; Liang Sun 005; Marcelo Luiz Chicati; Renato Herrig Furlanetto; Marlon Rodrigues; Rubson Natal Ribeiro Sibaldelli; Guilherme Fernando Capristo-Silva; Karym Mayara de Oliveira; José Alexandre Melo Demattê (Remote. Sens., 2021)

Classification of Soybean Genotypes Assessed Under Different Water Availability and at Different Phenological Stages Using Leaf-Based Hyperspectral Reflectance. - Luís Guilherme Teixeira Crusiol; Marcos Rafael Nanni; Renato Herrig Furlanetto; Rubson Natal Ribeiro Sibaldelli; Everson Cezar; Liang Sun 005; José Salvador Simonetto Foloni; Liliane Marcia Mertz-Henning; Alexandre L. Nepomuceno; Norman Neumaier; José Renato Bouças Farias (Remote. Sens., 2021)

Yield Prediction in Soybean Crop Grown under Different Levels of Water Availability Using Reflectance Spectroscopy and Partial Least Squares Regression. - Luís Guilherme Teixeira Crusiol; Marcos Rafael Nanni; Renato Herrig Furlanetto; Rubson Natal Ribeiro Sibaldelli; Everson Cezar; Liang Sun 005; José Salvador Simonetto Foloni; Liliane Marcia Mertz-Henning; Alexandre L. Nepomuceno; Norman Neumaier; José Renato Bouças Farias (Remote. Sens., 2021)

Mapping Particle Size and Soil Organic Matter in Tropical Soil Based on Hyperspectral Imaging and Non-Imaging Sensors. - Marcos Rafael Nanni; José Alexandre Melo Demattê; Marlon Rodrigues; Glaucio Leboso Alemparte Abrantes dos Santos; Amanda Silveira Reis; Karym Mayara de Oliveira; Everson Cezar; Renato Herrig Furlanetto; Luís Guilherme Teixeira Crusiol; Liang Sun 005 (Remote. Sens., 2021)

Spectral Method for Liming Recommendation in Oxisol Based on the Prediction of Chemical Characteristics Using Interval Partial Least Squares Regression. - Glaucio Leboso Alemparte Abrantes dos Santos; Marcos Renan Besen; Renato Herrig Furlanetto; Luís Guilherme Teixeira Crusiol; Marlon Rodrigues; Amanda Silveira Reis; Karym Mayara de Oliveira; Carolina Fedrigo Coneglian; Roney Berti de Oliveira; Marcelo Augusto Batista; Marcos Rafael Nanni (Remote. Sens., 2022)

VIS-NIR-SWIR Hyperspectroscopy Combined with Data Mining and Machine Learning for Classification of Predicted Chemometrics of Green Lettuce. - Renan Falcioni; João Vitor Ferreira Gonçalves; Karym Mayara de Oliveira; Werner Camargos Antunes; Marcos Rafael Nanni (Remote. Sens., 2022)

A Novel Method for Estimating Chlorophyll and Carotenoid Concentrations in Leaves: A Two Hyperspectral Sensor Approach. - Renan Falcioni; Werner Camargos Antunes; José Alexandre Melo Demattê; Marcos Rafael Nanni (Sensors, 2023)

Estimating Soil Organic Matter (SOM) Using Proximal Remote Sensing: Performance Evaluation of Prediction Models Adjusted at Local Scale in the Brazilian Cerrado. - Everson Cezar; Tatiane Amancio Alberton; Evandro Freire Lemos; Karym Mayara de Oliveira; Liang Sun 005; Luís Guilherme Teixeira Crusiol; Marlon Rodrigues; Amanda Silveira Reis; Marcos Rafael Nanni (Remote. Sens., 2023)

Assessment of Combined Reflectance, Transmittance, and Absorbance Hyperspectral Sensors for Prediction of Chlorophyll a Fluorescence Parameters. - Renan Falcioni; Werner Camargos Antunes; Roney Berti de Oliveira; Marcelo Luiz Chicati; José Alexandre Melo Demattê; Marcos Rafael Nanni (Remote. Sens., 2023)

Rapid Determination of Soil Horizons and Suborders Based on VIS-NIR-SWIR Spectroscopy and Machine Learning Models. - Karym Mayara de Oliveira; Renan Falcioni; João Vitor Ferreira Gonçalves; Caio Almeida de Oliveira; Weslei Augusto Mendonça; Luís Guilherme Teixeira Crusiol; Roney Berti de Oliveira; Renato Herrig Furlanetto; Amanda Silveira Reis; Marcos Rafael Nanni (Remote. Sens., 2023)

A Step Forward in Hybrid Soil Laboratory Analysis: Merging Chemometric Corrections, Protocols and Data-Driven Methods. - Bruno dos Anjos Bartsch; Nícolas Augusto Rosin; Uemeson José dos Santos; João Augusto Coblinski; Marcelo H. P. Pelegrino; Jorge Tadeu Fim Rosas; Raúl Roberto Poppiel; Ednilson Batista Ortiz; Viviane Cristina Vivian Kochinki; Paulo Gallo; Eyal Ben-Dor; Renan Falcioni; et al. (Remote. Sens., 2024)

Early Modeling of the Upcoming Landsat Next Constellation for Soybean Yield Prediction Under Varying Levels of Water Availability. - Luís Guilherme Teixeira Crusiol; Marcos Rafael Nanni; Rubson Natal Ribeiro Sibaldelli; Liang Sun 005; Renato Herrig Furlanetto; Sergio Luiz Gonçalves; Norman Neumaier; José Renato Bouças Farias (Remote. Sens., 2024)

Estimation of Biochemical Compounds in Tradescantia Leaves Using VIS-NIR-SWIR Hyperspectral and Chlorophyll a Fluorescence Sensors. - Renan Falcioni; Roney Berti de Oliveira; Marcelo Luiz Chicati; Werner Camargos Antunes; José Alexandre Melo Demattê; Marcos Rafael Nanni (Remote. Sens., 2024)

Hyperspectral Data for Early Identification and Classification of Potassium Deficiency in Soybean Plants (Glycine max (L.) Merrill). - Renato Herrig Furlanetto; Luís Guilherme Teixeira Crusiol; Marcos Rafael Nanni; Adilson de Oliveira Junior; Rubson Natal Ribeiro Sibaldelli (Remote. Sens., 2024)

The Use of Vis-NIR-SWIR Spectroscopy and X-ray Fluorescence in the Development of Predictive Models: A Step forward in the Quantification of Nitrogen, Total Organic Carbon and Humic Fractions in Ferralsols. - Bruna Coelho de Lima; José Alexandre Melo Demattê; Carlos H. dos Santos; Carlos S. Tiritan; Raúl Roberto Poppiel; Marcos Rafael Nanni; Renan Falcioni; Caio Almeida de Oliveira; Nicole Ghinzelli Vedana; Guilherme Zimmermann; Amanda Silveira Reis (Remote. Sens., 2024)

Predicting Particle Size and Soil Organic Carbon of Soil Profiles Using VIS-NIR-SWIR Hyperspectral Imaging and Machine Learning Models. - Karym Mayara de Oliveira; João Vitor Ferreira Gonçalves; Renato Herrig Furlanetto; Caio Almeida de Oliveira; Weslei Augusto Mendonça; Daiane de Fatima da Silva Haubert; Luís Guilherme Teixeira Crusiol; Renan Falcioni; Roney Berti de Oliveira; Amanda Silveira Reis; Arney Eduardo do Amaral Ecker; Marcos Rafael Nanni (Remote. Sens., 2024)

Fluorescence and Hyperspectral Sensors for Nondestructive Analysis and Prediction of Biophysical Compounds in the Green and Purple Leaves of Tradescantia Plants. - Renan Falcioni; Roney Berti de Oliveira; Marcelo Luiz Chicati; Werner Camargos Antunes; José Alexandre Melo Demattê; Marcos Rafael Nanni (Sensors, 2024)