Geotechnologies on a detailed digital soil mapping and the Brazilian soil spectral library: development and applications

• Grant number: 14/22262-0
• Support type: Research Projects - Thematic Grants
• Duration: May 01, 2015 - April 30, 2021
• Field of knowledge: Agronomical Sciences - Agronomy - Soil Science
• Principal researcher: José Alexandre Melo Demattê
• Grantee: José Alexandre Melo Demattê
• Home Institution: Escola Superior de Agricultura Luiz de Queiroz (ESALQ). Universidade de São Paulo (USP). Piracicaba , SP, Brazil
• Assoc. researchers: Carlos Alberto Nobre Quesada ; Cristine Lois Smith Morgan ; Éder de Souza Martins ; Eyal Ben Dor ; Fabrício da Silva Terra ; Igo Fernando Lepsch ; Leonardo Ramirez Lopez ; Marcos Rafael Nanni ; Marilusa Pinto Coelholacerda ; Osmar Abílio de Carvalho Júnior ; Peterson Ricardo Fiorio ; Raphael Armando Viscarra Rossel
• Associated scholarship(s): 20/04306-0 - Pedometric soil mapping of São Paulo State using proximal and remote sensing data coupled with pedo-transfer functions and machine learning, BP.PD; 19/24510-4 - Interactive web platform development for soil properties determination through spectra and physical data, BP.TT; 19/24514-0 - Data hyperspectral use for soil mineral discrimination via remote sensing, BP.IC; + associated scholarships 19/21002-8 - Determination of soil attributes and classes via satellite mosaic exposed soil mosaic based on a spectral library, BP.IC; 19/20462-5 - Geotechnologies in Detailed Pedological Digital Mapping and Spectral Soil Library of Brazil: Development and Applications, BP.PD; 19/18127-3 - Computerization and database processing of soil and development of a platform for visualization of interactive web maps, BP.TT; 18/22991-2 - Computerization and database processing of soil and development of a platform for visualization of interactive web maps, BP.TT; 18/23760-4 - Spatial technology applied on the remote sensing of soil and vegetation: Applications in the mapping of agricultural and preserved lands., BP.PD; 18/18304-0 - Pedomorphogeological relations to support the digital mapping of soils, BP.IC; 18/17369-0 - Determination of attributes and soil classes via soil mosaic exposed by satellite image based on a spectral library, BP.IC; 18/12532-0 - Intrinsic soil properties related with colour acquired by sentinel and nanosatellite spectroscopy and its implication with sugar cane byomass: a new approach on digital soil mapping, BP.IC; 18/12678-5 - Terrestrial, orbital and relief spectroscopy mediated by the Random forest kriging system in soil mapping by pedo-transfer of São Paulo State, BP.PD; 18/09656-0 - Relationship between soil degradation and soil classes evaluated by a 27 years Landsat image (Vis-Nir-Swir-Tir), derived from climate and digital elevation model, as to assit on digital soil mapping, BP.IC; 17/03207-6 - Geotechnologies in detailed pedological digital mapping and Brazilian spectral soil library: development and applications, BP.PD; 16/26124-6 - Precision pedology: soil characterisation and mapping in real time using geotechnologies, BP.DD; 16/26176-6 - Soil variability of Brazil from the perspective of a spectral library in the bands of visible-infrared and medium-infrared, BP.DD; 16/01597-9 - Pedotransfer functions by geotecnologies associated with photopedology for pedological mapping in agricultural areas of São Paulo State, BP.DD - associated scholarships

Abstract

The current project aims to act in many soil knowledge fields through geotechnologies using laboratorial, terrestrialpunctual and continuous platforms, aerial and orbital levels. This will be organized into 6 projects as follows: 1.Brasilian Spectral library; 2. Satellite images on soil mapping; 3.Geotecnologies for in-situ soil mapping; 4.Stratigraphy on soil mapping; 5.Geotecnology for digital soil mapping. The first theme aims the implementation of a Brazil's soil spectral library. Soil reflectance spectra will be obtained and organized from the broadest attainable regions. The object is the development of a database with soil patterns via spectra accessible to the community, leading to implement its use in future soil surveys. The second theme regards the development of a detailed soil map of an important region, Piracicaba - SP, through geotechnologies. In order to accomplish this goal, many subprojects will be fulfilled. The first will be the compartmentalization of stratigraphic surfaces according to their geological and geomorphological aspects. A mosaic with satellite images with correction for reflectance in 3D software will be made as well, in order to observe the surface with bare soil. Also an aerial image will be taken by a hyperspectral sensor with 620 bands to relate with detailed spectral characteristics of soils. Photopedology work in 3D software will be accomplished. Within the compartments, several transect points will be allocated along the area to be evaluated by boreholes and trenches at the field (patterns). After the conclusion of evaluation and sampling, soil samples will be analyzed in laboratory and by sensor acquiring a spectral database (DB). With the DB, in addition with all the information layers, three pilot areas within each compartment will be chosen, where a detailed fieldwork will be made through geotechnologies. In this stage, in-situ mapping work with geotechnological equipment (field spectroradiometer, colorimeters, GPS, gamaespectrometry, computers and geographic information systems) will be made in punctual. Such tools will support the pedologist decision in soil interpretation at real time. Added all the knowledge acquired, the methodology will be applied in soil mapping based on a mix of traditional and geotechnological. There are two products expected as a result of this project: a library available to public and a detailed soil map supported by a new geotechnological methodology. (AU)

Scientific publications

(40)

(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)

CHIMELO RUIZ, LUIS FERNANDO; MELO DEMATTE, JOSE ALEXANDRE; SAFANELLI, JOSE LUCAS; RIZZO, RODNEI; SILVERO, NELIDA E. Q.; ROSIN, NICOLAS AUGUSTO; CAMPOS, LUCAS RABELO. Obtaining high-resolution synthetic soil imagery for topsoil mapping. REMOTE SENSING LETTERS, v. 13, n. 2, p. 107-114, FEB 1 2022. Web of Science Citations: 0.

DEMATTE, JOSE A. M.; PAIVA, ARIANE FRANCINE DA SILVEIRA; POPPIEL, RAUL ROBERTO; ROSIN, NICOLAS AUGUSTO; RUIZ, LUIS FERNANDO CHIMELO; MELLO, FELLIPE ALCANTARA DE OLIVEIRA; MINASNY, BUDIMAN; GRUNWALD, SABINE; GE, YUFENG; BEN DOR, EYAL; GHOLIZADEH, ASA; GOMEZ, CECILE; CHABRILLAT, SABINE; FRANCOS, NICOLAS; AYOUBI, SHAMSOLLAH; FIANTIS, DIAN; BINEY, JAMES KOBINA MENSAH; WANG, CHANGKUN; BELAL, ABDELAZIZ; NAIMI, SALMAN; HAFSHEJANI, NAJMEH ASGARI; BELLINASO, HENRIQUE; MOURA-BUENO, JEAN MICHEL; SILVERO, NELIDA E. Q. he Brazilian Soil Spectral Service (BraSpecS): A User-Friendly System for Global Soil Spectra Communicatio. REMOTE SENSING, v. 14, n. 3 FEB 2022. Web of Science Citations: 0.

MENDES, WANDERSON DE SOUSA; DEMATTE, JOSE A. M.; DE RESENDE, MARIA EDUARDA B.; RUIZ, LUIZ FERNANDO CHIMELO; DE MELLO, DANILO CESAR; ROSAS, JORGE TADEU FIM; SILVERO, NELIDA ELIZABET QUINONEZ; ALLEONI, LUIS REYNALDO FERRACCIU; COLZATO, MARINA; ROSIN, NICOLAS AUGUSTO; CAMPOS, LUCAS RABELO. remote sensing framework to map potential toxic elements in agricultural soils in the humid tropic. Environmental Pollution, v. 292, n. B JAN 1 2022. Web of Science Citations: 1.

BARROS E SOUZA, ARNALDO; DEMATTE, JOSE A. M.; BELLINASO, HENRIQUE; DE MELLO, DANILO CESAR; DA SILVA LISBOA, CAROLINE JARDIM; DE OLIVEIRA MELLO, FELLIPE ALCANTARA; MARQUES, KARINA P. P.; BISPO DE RESENDE, MARIA EDUARDA; REIS, JOSIMAR VIEIRA; MANCINI, MARCELO; GODINHO SILVA, SERGIO HENRIQUE; CURI, NILTON. A sensors-based profile heterogeneity index for soil characterization. CATENA, v. 207, DEC 2021. Web of Science Citations: 0.

BARBOSA GUIMARAES, CLECIA CRISTINA; DEMATTE, JOSE A. M.; DE AZEVEDO, ANTONIO CARLOS; DINIZ DALMOLIN, RICARDO SIMAO; TEN CATEN, ALEXANDRE; SAYAO, VERIDIANA MARIA; DA SILVA, RAFAEL CIPRIANO; POPPIEL, RAUL ROBERTO; MENDES, WANDERSON DE SOUSA; URBINA SALAZAR, DIEGO FERNANDO; BARROS E SOUZA, ARNALDO. Soil weathering behavior assessed by combined spectral ranges: Insights into aggregate analysis. Geoderma, v. 402, NOV 15 2021. Web of Science Citations: 0.

BELLINASO, HENRIQUE; SILVERO, NELIDA E. Q.; CHIMELO RUIZ, LUIS FERNANDO; ACCORSI AMORIM, MERILYN TAYNARA; ROSIN, NICOLAS AUGUSTO; MENDES, WANDERSON DE SOUSA; BARBOSA DE SOUSA, GABRIEL PIMENTA; ARAUJO SEPULVEDA, LENO MARCIO; DE QUEIROZ, LOUISE GUNTER; NANNI, MARCOS RAFAEL; DEMATTE, JOSE A. M. Clay content prediction using spectra data collected from the ground to space platforms in a smallholder tropical area. Geoderma, v. 399, OCT 1 2021. Web of Science Citations: 0.

SILVERO, NELIDA E. Q.; DEMATTE, JOSE A. M.; VIEIRA, JULIA DE SOUZA; DE OLIVEIRA MELLO, FELLIPE ALCANTARA; ACCORSI AMORIM, MERILYN TAYNARA; POPPIEL, RAUL ROBERTO; MENDES, WANDERSON DE SOUSA; BONFATTI, BENITO ROBERTO. Soil property maps with satellite images at multiple scales and its impact on management and classification. Geoderma, v. 397, SEP 1 2021. Web of Science Citations: 2.

MELLO, FELLIPE A. O.; BELLINASO, HENRIQUE; MELLO, DANILO C.; SAFANELLI, JOSE L.; MENDES, WANDERSON DE S.; AMORIM, MERILYN T. A.; GOMEZ, ANDRES M. R.; POPPIEL, RAUL R.; SILVERO, NELIDA E. Q.; GHOLIZADEH, ASA; SILVA, SERGIO H. G.; CURI, NILTON; DEMATTE, JOSE A. M. Soil parent material prediction through satellite multispectral analysis on a regional scale at the Western Paulista Plateau, Brazil. GEODERMA REGIONAL, v. 26, SEP 2021. Web of Science Citations: 0.

SAFANELLI, JOSE L.; DEMATTE, JOSE A. M.; CHABRILLAT, SABINE; POPPIEL, RAUL R.; RIZZO, RODNEI; DOTTO, ANDRE C.; SILVERO, NELIDA E. Q.; MENDES, WANDERSON DE S.; BONFATTI, BENITO R.; RUIZ, LUIS F. C.; TEN CATEN, ALEXANDRE; DALMOLIN, RICARDO S. D. Leveraging the application of Earth observation data for mapping cropland soils in Brazil. Geoderma, v. 396, AUG 15 2021. Web of Science Citations: 0.

BARRETO, MATHEUS SAMPAIO CARNEIRO; DOS REIS, JOSIMAR VIERA; MURAOKA, TAKASHI; JEMO, MARTIN; VERGUTZ, LEONARDUS; ALLEONI, LUIS REYNALDO F. Diffuse reflectance infrared Fourier transform spectroscopy for a qualitative evaluation of plant leaf pigment extraction. ANALYST, v. 146, n. 11, p. 3440-3448, JUN 7 2021. Web of Science Citations: 0.

TAYEBI, MAHBOOBEH; FIM ROSAS, JORGE TADEU; MENDES, WANDERSON DE SOUSA; POPPIEL, RAUL ROBERTO; OSTOVARI, YASER; RUIZ, LUIS FERNANDO CHIMELO; DOS SANTOS, NATASHA VALADARES; CERRI, CARLOS EDUARDO PELLEGRINO; SILVA, SERGIO HENRIQUE GODINHO; CURI, NILTON; SILVERO, NELIDA ELIZABET QUINONEZ; DEMATTE, JOSE A. M. rivers of Organic Carbon Stocks in Different LULC History and along Soil Depth for a 30 Years Image Time Serie. REMOTE SENSING, v. 13, n. 11 JUN 2021. Web of Science Citations: 3.

MENDES, WANDERSON DE SOUSA; DEMATTE, JOSE A. M.; BONFATTI, BENITO ROBERTO; RESENDE, MARIA EDUARDA B.; CAMPOS, LUCAS RABELO; SARAIVA DA COSTA, ANTONIO CARLOS. A novel framework to estimate soil mineralogy using soil spectroscopy. APPLIED GEOCHEMISTRY, v. 127, APR 2021. Web of Science Citations: 1.

MENDES, WANDERSON DE SOUSA; DEMATTE, JOSE A. M.; QUINONEZ SILVERO, NELIDA ELIZABET; CAMPOS, LUCAS RABELO. Integration of multispectral and hyperspectral data to map magnetic susceptibility and soil attributes at depth: A novel framework. Geoderma, v. 385, MAR 1 2021. Web of Science Citations: 3.

MELLO, FELLIPE A. O.; DEMATTE, JOSE A. M.; RIZZO, RODNEI; DOTTO, ANDRE C.; POPPIEL, RAUL R.; MENDES, WANDERSON DE S.; GUIMARAES, CLECIA C. B. Expert-based maps and highly detailed surface drainage models to support digital soil mapping. Geoderma, v. 384, FEB 15 2021. Web of Science Citations: 0.

NASCIMENTO, CLAUDIA MARIA; MENDES, WANDERSON DE SOUSA; QUINONEZ SILVERO, NELIDA ELIZABET; POPPIEL, RAILL ROBERTO; SAYAO, VERIDIANA MARIA; DOTTO, ANDRE CARNIELETTO; DOS SANTOS, NATASHA VALADARES; ACCORSI AMORIM, MERILYN TAYNARA; DEMATTE, JOSE A. M. Soil degradation index developed by multitemporal remote sensing images, climate variables, terrain and soil atributes. Journal of Environmental Management, v. 277, JAN 1 2021. Web of Science Citations: 0.

QUINONEZ SILVERO, NELIDA ELIZABET; MELO DEMATTE, JOSE ALEXANDRE; ACCORSI AMORIM, MERILYN TAYNARA; DOS SANTOS, NATASHA VALADARES; RIZZO, RODNEI; SAFANELLI, JOSE LUCAS; POPPIEL, RAUL ROBERTO; MENDES, WANDERSON DE SOUSA; BONFATTI, BENITO ROBERTO. Soil variability and quantification based on Sentinel-2 and Landsat-8 bare soil images: A comparison. REMOTE SENSING OF ENVIRONMENT, v. 252, JAN 2021. Web of Science Citations: 3.

CLÉCIA CRISTINA BARBOSA GUIMARÃES; JOSÉ ALEXANDRE MELO DEMATTÊ; ANTÔNIO CARLOS DE AZEVEDO; RAFAEL CIPRIANO DA SILVA; DIEGO FERNANDO URBINA SALAZAR. Weathering of soils originated from diabase in the Paraná Basin, São Paulo State, Brazil. Rev. Ciênc. Agron., v. 52, n. 3, p. -, 2021.

BARBOSA GUIMARAES, CLECIA CRISTINA; MELO DEMATTE, JOSE ALEXANDRE; DE AZEVEDO, ANTONIO CARLOS; DA SILVA, RAFAEL CIPRIANO; URBINA SALAZAR, DIEGO FERNANDO. Weathering of soils originated from diabase in the Parana Basin, Sao Paulo State, Brazil. REVISTA CIENCIA AGRONOMICA, v. 52, n. 3 2021. Web of Science Citations: 0.

SAFANELLI, JOSE LUCAS; MELO DEMATTE, JOSE ALEXANDRE; DOS SANTOS, NATASHA VALADARES; ROSAS, JORGE TADEU FIM; QUINONEZ SILVERO, NELIDA ELIZABET; BONFATTI, BENITO ROBERTO; MENDES, WANDERSON DE SOUSA. Fine-scale soil mapping with Earth Observation data: a multiple geographic level comparison. Revista Brasileira de Ciência do Solo, v. 45, 2021. Web of Science Citations: 0.

NG, WARTINI; MINASNY, BUDIMAN; MENDES, WANDERSON DE SOUSA; MELO DEMATT, JOSE ALEXANDRE. The influence of training sample size on the accuracy of deep learning models for the prediction of soil properties with near-infrared spectroscopy data. SOIL, v. 6, n. 2, p. 565-578, NOV 17 2020. Web of Science Citations: 0.

BONFATTI, BENITO R.; DEMATTE, JOSE A. M.; MARQUES, KARINA P. P.; POPPIEL, RAUL R.; RIZZO, RODNEI; MENDES, WANDERSON DE S.; SILVERO, NELIDA E. Q.; SAFANELLI, JOSE L. Digital mapping of soil parent material in a heterogeneous tropical area. Geomorphology, v. 367, OCT 15 2020. Web of Science Citations: 0.

QUINONEZ SILVERO, NELIDA ELIZABET; DI LORETO DI RAIMO, LUIS AUGUSTO; PEREIRA, GISLAINE SILVA; DE MAGALHAES, LEONARDO PINTO; TERRA, FABRICIO DA SILVA; ANANIAS DASSAN, MARCOS AUGUSTO; URBINA SALAZAR, DIEGO FERNANDO; DEMATTE, JOSE A. M. Effects of water, organic matter, and iron forms in mid-IR spectra of soils: Assessments from laboratory to satellite-simulated data. Geoderma, v. 375, OCT 1 2020. Web of Science Citations: 0.

ASGARI, NAJMEH; AYOUBI, SHAMSOLLAH; DEMATTE, JOSE A. M.; JAFARI, AZAM; SAFANELLI, JOSE LUCAS; DESIDERIO DA SILVEIRA, ARIANE FRANCINE. Digital mapping of soil drainage using remote sensing, DEM and soil color in a semiarid region of Central Iran. GEODERMA REGIONAL, v. 22, SEP 2020. Web of Science Citations: 0.

SAYAO, VERIDIANA MARIA; DOS SANTOS, NATASHA VALADARES; MENDES, WANDERSON DE SOUSA; MARQUES, KARINA P. P.; SAFANELLI, JOSE LUCAS; POPPIEL, RAUL ROBERTO; DEMATTE, JOSE A. M. Land use/land cover changes and bare soil surface temperature monitoring in southeast Brazil. GEODERMA REGIONAL, v. 22, SEP 2020. Web of Science Citations: 0.

PADILHA, MANUELA CORREA DE CASTRO; VICENTE, LUIZ EDUARDO; DEMATTE, JOSE A. M.; LOEBMANN, DANIEL GOMES DOS SANTOS WENDRINER; VICENTE, ANDREA KOGA; SALAZAR, DIEGO F. U.; GUIMARAES, CLECIA CRISTINA BARBOSA. Using Landsat and soil clay content to map soil organic carbon of oxisols and Ultisols near Sao Paulo, Brazil. GEODERMA REGIONAL, v. 21, JUN 2020. Web of Science Citations: 0.

SAFANELLI, JOSE LUCAS; POPPIEL, RAUL ROBERTO; CHIMELO RUIZ, LUIS FERNANDO; BONFATTI, BENITO ROBERTO; DE OLIVEIRA MELLO, FELLIPE ALCANTARA; RIZZO, RODNEI; DEMATTE, JOSE A. M. Terrain Analysis in Google Earth Engine: A Method Adapted for High-Performance Global-Scale Analysis. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, v. 9, n. 6 JUN 2020. Web of Science Citations: 0.

DOTTO, ANDRE CARNIELETTO; DEMATTE, JOSE A. M.; ROSSEL, RAPHAEL A. VISCARRA; RIZZO, RODNEI. Soil environment grouping system based on spectral, climate, and terrain data: a quantitative branch of soil series. SOIL, v. 6, n. 1, p. 163-177, MAY 12 2020. Web of Science Citations: 0.

POPPIEL, RAUL ROBERTO; COELHO LACERDA, MARILUSA PINTO; RIZZO, RODNEI; SAFANELLI, JOSE LUCAS; BONFATTI, BENITO ROBERTO; QUINONEZ SILVERO, NELIDA ELIZABET; MELO DEMATTE, JOSE ALEXANDRE. Soil Color and Mineralogy Mapping Using Proximal and Remote Sensing in Midwest Brazil. REMOTE SENSING, v. 12, n. 7 APR 2020. Web of Science Citations: 0.

DEMATTE, JOSE A. M.; SAFANELLI, JOSE LUCAS; POPPIEL, RAUL ROBERTO; RIZZO, RODNEI; QUINONEZ SILVERO, NELIDA ELIZABET; MENDES, WANDERSON DE SOUSA; BONFATTI, BENITO ROBERTO; DOTTO, ANDRE CARNIELETTO; URBINA SALAZAR, DIEGO FERNANDO; DE OLIVEIRA MELLO, FELLIPE ALCANTARA; DA SILVEIRA PAIVA, ARIANE FRANCINE; SOUZA, ARNALDO BARROS; DOS SANTOS, NATASHA VALADARES; NASCIMENTO, CLAUDIA MARIA; DE MELLO, DANILO CESAR; BELLINASO, HENRIQUE; GONZAGA NETO, LUIZ; ACCORSI AMORIM, MERILYN TAYNARA; BISPO DE RESENDE, MARIA EDUARDA; VIEIRA, JULIA SOUZA; DE QUEIROZ, LOUISE GUNTER; GALLO, BRUNA CRISTINA; SAYAO, VERIDIANA MARIA; DA SILVA LISBOA, CAROLINE JARDIM. Bare Earth's Surface Spectra as a Proxy for Soil Resource Monitoring. SCIENTIFIC REPORTS, v. 10, n. 1 MAR 10 2020. Web of Science Citations: 1.

RIZZO, RODNEI; MEDEIROS, LUIZ GONZAGA; DE MELLO, DANILO CESAR; MARQUES, KARINA P. P.; MENDES, WANDERSON DE SOUZA; QUINONEZ SILVERO, NELIDA ELIZABET; DOTTO, ANDRE CARNIELETTO; BONFATTI, BENITO ROBERTO; DEMATTE, JOSE A. M. Multi-temporal bare surface image associated with transfer functions to support soil classification and mapping in southeastern Brazil. Geoderma, v. 361, MAR 1 2020. Web of Science Citations: 1.

SALAZAR, DIEGO F. U.; DEMATTE, JOSE A. M.; VICENTE, LUIZ E.; GUIMARAES, CLECIA C. B.; SAYAO, VERIDIANA M.; CERRI, CARLOS E. P.; PADILHA, MANUELA C. DE C.; MENDES, WANDERSON DE S. Emissivity of agricultural soil attributes in southeastern Brazil via terrestrial and satellite sensors. Geoderma, v. 361, MAR 1 2020. Web of Science Citations: 2.

SOUZA, ARNALDO B.; DEMATTE, JOSE A. M.; MELLO, FELLIPE A. O.; SALAZAR, DIEGO F. U.; MENDES, WANDERSON S.; SAFANELLI, JOSE L. Ratio of Clay Spectroscopic Indices and its approach on soil morphometry. Geoderma, v. 357, JAN 1 2020. Web of Science Citations: 0.

WANDERSON DE SOUSA MENDES; JOSÉ ALEXANDRE MELO DEMATTÊ; ARNALDO SOUSA E BARROS; DIEGO FERNANDO URBINA SALAZAR; MERILYN TAYNARA ACCORSI AMORIM. Geostatistics or machine learning for mapping soil attributes and agricultural practices. Rev. Ceres, v. 67, n. 4, p. 330-336, Ago. 2020.

POPPIEL, RAUL R.; LACERDA, MARILUSA P. C.; SAFANELLI, JOSE L.; RIZZO, RODNEI; OLIVEIRA, JR., MANUEL P.; NOVAIS, JEAN J.; DEMATTE, JOSE A. M. Mapping at 30 m Resolution of Soil Attributes at Multiple Depths in Midwest Brazil. REMOTE SENSING, v. 11, n. 24 DEC 2 2019. Web of Science Citations: 4.

DEMATTE, JOSE A. M.; DOTTO, ANDRE CARNIELETTO; PAIVAA, ARIANE F. S.; SATO, V, MARCUS; DALMOLIN, RICARDO S. D.; DE ARAUJO, MARIA DO SOCORRO B.; DA SILVA, ELISANGELA B.; NANNI, MARCOS R.; TEN CATEN, ALEXANDRE; NORONHA, NORBERTO C.; LACERDA, MARILUSA P. C.; DE ARAUJO FILHO, JOSE COELHO; RIZZO, RODNEI; BELLINASO, HENRIQUE; FRANCELINO, MARCIO R.; SCHAEFER, CARLOS E. G. R.; VICENTE, LUIZ E.; DOS SANTOS, UEMESON J.; BARRETTO SAMPAIO, EVERARDO V. DE SA; MENEZES, ROMULO S. C.; DE SOUZA, JOSE JOAO L. L.; ABRAHAO, WALTER A. P.; COELHO, RICARDO M.; GREGO, CELIA R.; LANI, JOAO L.; FERNANDES, ANTONIO R.; GONCALVES, DEYVISON A. M.; SILVA, SERGIO H. G.; DE MENEZES, MICHELE D.; CURI, NILTON; COUTO, EDUARDO G.; DOS ANJOS, LUCIA H. C.; CEDDIA, MARCOS B.; PINHEIRO, ERIKA F. M.; GRUNWALD, SABINE; VASQUES, GUSTAVO M.; MARQUES JUNIOR, JOSE; DA SILVAX, AIRON J.; DE VASCONCELOS BARRETO, MARCOS C.; NOBREGA, GABRIEL N.; DA SILVA, MARCELO Z.; DE SOUZA, SARA F.; VALLADARES, GUSTAVO S.; VIANA, JOAO HERBERT M.; TERRA, FABRICIO DA SILVA; HORAK-TERRA, INGRID; FIORIO, PETERSON R.; DA SILVA, RAFAEL C.; FRADE JUNIOR, ELIZIO F.; LIMA, RAIMUNDO H. C.; FILIPPINI ALBA, JOSE M.; DE SOUZA JUNIOR, VALDOMIRO S.; MENDONCA SANTOS BREFIN, MARIA DE LOURDES; RUIVO, MARIA DE LOURDES P.; FERREIRA, TIAGO O.; BRAITA, MARNY A.; CAETANO, NORTON R.; BRINGHENTI, IDONE; MENDES, WANDERSON DE SOUSA; SAFANELLI, JOSE L.; GUIMARAES, CLECIA C. B.; POPPIEL, RAUL R.; BARROS E SOUZA, ARNALDO; QUESADA, CARLOS A.; ZARATE DO COUTO, HILTON T. The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges. Geoderma, v. 354, NOV 15 2019. Web of Science Citations: 1.

MENDES, WANDERSON DE S.; MEDEIROS NETO, LUIZ G.; DEMATTE, JOSE A. M.; GALLO, BRUNA C.; RIZZO, RODNEI; SAFANELLI, JOSE L.; FONGARO, CAIO T. Is it possible to map subsurface soil attributes by satellite spectral transfer models?. Geoderma, v. 343, p. 269-279, JUN 1 2019. Web of Science Citations: 3.

DEMATTE, JOSE ALEXANDRE M.; DOTTO, ANDRE CARNIELETTO; BEDIN, LUIS GUSTAVO; SAYAO, VERIDIANA MARIA; BARROS E SOUZA, ARNALDO. Soil analytical quality control by traditional and spectroscopy techniques: Constructing the future of a hybrid laboratory for low environmental impact. Geoderma, v. 337, p. 111-121, MAR 1 2019. Web of Science Citations: 5.

FONGARO, CAIO T.; DEMATTE, JOSE A. M.; RIZZO, RODNEI; SAFANELLI, JOSE LUCAS; MENDES, WANDERSON DE SOUSA; DOTTO, ANDRE CARNIELETTO; VICENTE, LUIZ EDUARDO; FRANCESCHINI, MARSTON H. D.; USTIN, SUSAN L. Improvement of Clay and Sand Quantification Based on a Novel Approach with a Focus on Multispectral Satellite Images. REMOTE SENSING, v. 10, n. 10 OCT 2018. Web of Science Citations: 1.

GALLO, BRUNA C.; DEMATTE, JOSE A. M.; RIZZO, RODNEI; SAFANELLI, JOSE L.; MENDES, WANDERSON DE S.; LEPSCH, IGO F.; SATO, MARCUS V.; ROMERO, DANILO J.; LACERDA, MARILUSA P. C. Multi-Temporal Satellite Images on Topsoil Attribute Quantification and the Relationship with Soil Classes and Geology. REMOTE SENSING, v. 10, n. 10 OCT 2018. Web of Science Citations: 6.

MELO DEMATTE, JOSE ALEXANDRE; FONGARO, CAIO TROULA; RIZZO, RODNEI; SAFANELLI, JOSE LUCAS. Geospatial Soil Sensing System (GEOS3): A powerful data mining procedure to retrieve soil spectral reflectance from satellite images. REMOTE SENSING OF ENVIRONMENT, v. 212, p. 161-175, JUN 2018. Web of Science Citations: 17.