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

• Grant number: 14/22262-0
• Support Opportunities: Research Projects - Thematic Grants
• Start date: May 01, 2015
• End date: April 30, 2021
• Field of knowledge: Agronomical Sciences - Agronomy - Soil Science
• Principal Investigator: José Alexandre Melo Demattê
• Grantee: José Alexandre Melo Demattê
• Host Institution: Escola Superior de Agricultura Luiz de Queiroz (ESALQ). Universidade de São Paulo (USP). Piracicaba , SP, Brazil
• Associated 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; 18/23760-4 - Spatial technology applied on the remote sensing of soil and vegetation: Applications in the mapping of agricultural and preserved lands., BP.PD; 18/22991-2 - Computerization and database processing of soil and development of a platform for visualization of interactive web maps, BP.TT; 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

(59)

(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)

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; et al. 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. (14/22262-0)

POPPIEL, RAUL ROBERTO; PAIVA, ARIANE FRANCINE DA SILVEIRA; DEMATTE, JOSE ALEXANDRE MELO. Bridging the gap between soil spectroscopy and traditional laboratory: Insights for routine implementation. Geoderma, v. 425, p. 14-pg., 2022-07-05. (14/22262-0, 16/26176-6)

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. (16/26124-6, 14/22262-0, 16/01597-9)

ACCORSI AMORIM, MERILYN TAYNARA; SILVERO, NELIDA E. Q.; BELLINASO, HENRIQUE; RICO GOMEZ, ANDRES MAURICIO; GRESCHUK, LUCAS T.; CAMPOS, LUCAS RABELO; DEMATTE, JOSE A. M.. Impact of soil types on sugarcane development monitored over time by remote sensing. PRECISION AGRICULTURE, v. N/A, p. 21-pg., 2022-03-18. (14/22262-0, 18/12532-0)

MENDES, WANDERSON DE SOUSA; DEMATTE, JOSE A. M.; MINASNY, BUDIMAN; SILVERO, NELIDA E. Q.; BONFATTI, BENITO R.; SAFANELLI, JOSE LUCAS; RIZZO, RODNEI; DA COSTA, ANTONIO CARLOS SARAIVA. Free iron oxide content in tropical soils predicted by integrative digital mapping. SOIL & TILLAGE RESEARCH, v. 219, p. 12-pg., 2022-05-01. (14/22262-0, 16/26124-6, 16/01597-9)

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. (14/22262-0)

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. (16/26124-6, 14/22262-0)

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; et al. Clay content prediction using spectra data collected from the ground to space platforms in a smallholder tropical area. Geoderma, v. 399, OCT 1 2021. (16/26124-6, 14/22262-0, 16/01597-9)

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, 2020-08-28. (14/22262-0, 16/26124-6)

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. (18/12678-5, 16/26124-6, 15/16172-0, 14/22262-0, 16/01597-9, 18/23760-4, 20/04306-0)

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. (14/22262-0)

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. (16/26124-6, 14/22262-0, 16/01597-9)

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; et al. Soil weathering behavior assessed by combined spectral ranges: Insights into aggregate analysis. Geoderma, v. 402, NOV 15 2021. (14/22262-0)

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; et al. Bare Earth's Surface Spectra as a Proxy for Soil Resource Monitoring. SCIENTIFIC REPORTS, v. 10, n. 1, MAR 10 2020. (14/22262-0)

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. (14/22262-0)

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. (14/22262-0, 16/24794-4)

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. (16/26124-6, 14/22262-0, 16/01597-9)

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. (17/03207-6, 18/23760-4, 16/26124-6, 14/22262-0)

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.; et al. The Brazilian Soil Spectral Library (BSSL): A general view, application and challenges. Geoderma, v. 354, NOV 15 2019. (14/22262-0, 17/03207-6, 16/26176-6)

RAÚL ROBERTO POPPIEL; MARILUSA PINTO COELHO LACERDA; MANUEL PEREIRA DE OLIVEIRA JUNIOR; JOSÉ ALEXANDRE MELO DEMATTÊ; DANILO JEFFERSON ROMERO; MARCUS VINICIUS SATO; LEONARDO RAFAEL DE ALMEIDA JÚNIOR; LUIZ FELIPE MOREIRA CASSOL. Surface Spectroscopy of Oxisols, Entisols and Inceptisol and Relationships with Selected Soil Properties. Revista Brasileira de Ciência do Solo, v. 42, 2018-02-01. (14/22262-0)

BARBOSA GUIMARAES, CLECIA CRISTINA; DEMATTE, JOSE A. M.; DE AZEVEDO, ANTONIO CARLOS; SAYAO, VERIDIANA MARIA; DA SILVA, RAFAEL CIPRIANO; POPPIEL, RAUL ROBERTO; PRAZERES MARQUES, KARINA PATRICIA; NANNI, MARCOS RAFAEL; CURI, NILTON; GODINHO SILVA, SERGIO HENRIQUE; et al. Assessing soil mineralogy and weathering degree by a multi-range sensor synergistic approach: From parent rock to topsoil. Journal of South American Earth Sciences, v. 116, p. 17-pg., 2022-05-29. (14/22262-0)

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; et al. Soil parent material prediction through satellite multispectral analysis on a regional scale at the Western Paulista Plateau, Brazil. GEODERMA REGIONAL, v. 26, SEP 2021. (18/12532-0, 14/22262-0, 16/26124-6, 16/01597-9)

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. (16/26124-6, 18/09656-0, 14/22262-0)

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; et al. he Brazilian Soil Spectral Service (BraSpecS): A User-Friendly System for Global Soil Spectra Communicatio. REMOTE SENSING, v. 14, n. 3, FEB 2022. (14/22262-0, 20/04306-0, 16/26176-6)

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. (14/22262-0)

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. (14/22262-0)

BARROS E SOUZA, ARNALDO; DI RAIMO, LUIS AUGUSTO DI LORETO; DE MELLO, DANILO CESAR; GUIMARAES, CLECIA CRISTINA B.; URBINA-SALAZAR, DIEGO F.; SILVA, SERGIO HENRIQUE GODINHO; CURI, NILTON; DEMATTE, JOSE A. M.. Surface reflectance and pXRF for assessing soil weathering indexes. Journal of South American Earth Sciences, v. 115, p. 10-pg., 2022-03-04. (16/01597-9, 16/26124-6, 14/22262-0)

MENDES, WANDERSON DE SOUSA; DEMATTE, JOSE A. M.; ROSIN, NICOLAS AUGUSTO; TERRA, FABRICIO DA SILVA; POPPIEL, RAUL R.; URBINA-SALAZAR, DIEGO F.; BOECHAT, CACIO LUIZ; SILVA, ELISANGELA BENEDET; CURI, NILTON; SILVA, SERGIO HENRIQUE GODINHO; et al. The Brazilian soil Mid-infrared Spectral Library: The Power of the Fundamental Range. Geoderma, v. 415, p. 12-pg., 2022-02-24. (16/26124-6, 14/22262-0, 20/04306-0)

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. (16/01597-9, 14/22262-0, 18/21356-1)

ROSIN, NICOLAS AUGUSTO; DEMATTE, JOSE A. M.; POPPIEL, RAUL ROBERTO; SILVERO, NELIDA E. Q.; RODRIGUEZ-ALBARRACIN, HEIDY S.; ROSAS, JORGE TADEU FIM; GRESCHUK, LUCAS TADEU; BELLINASO, HENRIQUE; MINASNY, BUDIMAN; GOMEZ, CECILE; et al. Mapping Brazilian soil mineralogy using proximal and remote sensing data. Geoderma, v. 432, p. 19-pg., 2023-03-08. (14/22262-0, 21/05129-8)

NASCIMENTO, C. M.; DEMATTE, J. A. M.; MELLO, F. A. O.; ROSAS, J. T. F.; TAYEBI, M.; BELLINASO, H.; GRESCHUK, L. T.; ALBARRACIN, H. S. R.; OSTOVARI, YASER. Soil degradation detected by temporal satellite image in Sao Paulo state, Brazil. Journal of South American Earth Sciences, v. 120, p. 13-pg., 2022-10-07. (14/22262-0)

MELLO, FELLIPE A. O.; DEMATTE, JOSE A. M.; DOTTO, ANDRE C.; MARQUES, KARINA P. P.; MELLO, DANILO C.; MENEZES, MICHELE D.; SILVA, SERGIO H. G.; CURI, NILTON. Combining multiple methods for automated soil delineation: from traditional to digital. SOIL RESEARCH, v. N/A, p. 15-pg., 2022-07-11. (14/22262-0, 17/03207-6)

MENDES, WANDERSON DE SOUSA; DEMATTE, JOSE A. M.. Digital soil mapping outputs on soil classification and sugarcane production in Brazil. Journal of South American Earth Sciences, v. 116, p. 19-pg., 2022-06-13. (16/26124-6, 14/22262-0)

CLÉCIA CRISTINA BARBOSA GUIMARÃES; JOSÉ ALEXANDRE MELO DEMATTÊ; ANTÔNIO CARLOS DE AZEVEDO; RAFAEL CIPRIANO DA SILVA; DIEGO FERNANDO URBINA SALAZAR. Intemperismo de solos originários de basalto na Bacia do Paraná, São Paulo, Brasil.. Rev. Ciênc. Agron., v. 52, n. 3, 2021-09-27. (14/22262-0)

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; et al. remote sensing framework to map potential toxic elements in agricultural soils in the humid tropic. Environmental Pollution, v. 292, n. B, JAN 1 2022. (16/26124-6, 14/22262-0)

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. (14/22262-0)

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. (16/26124-6, 14/22262-0, 16/01597-9)

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. (14/22262-0, 16/26124-6)

SILVA, ELISANGELA BENEDET; GIASSON, ELVIO; DOTTO, ANDRE CARNIELETTO; TEN CATEN, ALEXANDRE; MELO DEMATTE, JOSE ALEXANDRE; BACIC, IVAN LUIZ ZILLI; DA VEIGA, MILTON. A Regional Legacy Soil Dataset for Prediction of Sand and Clay Content with Vis-Nir-Swir, in Southern Brazil. Revista Brasileira de Ciência do Solo, v. 43, 2019. (14/22262-0)

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. (16/01597-9, 14/22262-0, 17/03207-6, 13/18769-9, 16/26124-6, 13/20377-1)

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; et al. A sensors-based profile heterogeneity index for soil characterization. CATENA, v. 207, DEC 2021. (17/22292-4, 14/22262-0, 16/26124-6, 16/01597-9)

PINHEIRO JUNIOR, CARLOS ROBERTO; TAVARES, TIAGO RODRIGUES; PEREIRA, MARCOS GERVASIO; FURQUIM, SHEILA APARECIDA CORREIA; TERRA, FABRICIO DA SILVA; DOS ANJOS, LUCIA HELENA CUNHA; DEMATTE, JOSE ALEXANDRE MELO; DE AZEVEDO, ANTONIO CARLOS; DE OLIVEIRA, FABIO SOARES. Pedogenesis on Jurassic formations in the Araripe Basin, northeastern Brazil: Weathering and parent material. CATENA, v. 223, p. 18-pg., 2023-01-21. (14/22262-0, 20/16670-9)

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. (16/26124-6, 14/22262-0)

ROSIN, NCOLAS AUGUSTO T.; DEMATTE, JOSE A. M.; LEITE, MAURICIO CUNHA ALMEIDA; DE CARVALHO, HUDSON WALLACE PEREIRA; COSTA, ANTONIO CARLOS; GRESCHUK, LUCAS; CURI, NILTON; SILVA, SERGIO HENRIQUE GODINHO. The fundamental of the effects of water, organic matter, and iron forms on the pXRF information in soil analyses. CATENA, v. 210, p. 15-pg., 2022-03-01. (14/22262-0)

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. (17/03207-6, 14/22262-0)

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