Characterizing and predicting biomass production in sugarcane and eucalyptus plantations in Brazil

• Grant number: 14/50715-9
• Support type: Research Grants - Research Partnership for Technological Innovation - PITE
• Duration: March 01, 2016 - February 29, 2020
• Field of knowledge: Biological Sciences - Ecology - Ecosystems Ecology
• Cooperation agreement: Microsoft Research
• Principal researcher: Rubens Augusto Camargo Lamparelli
• Grantee: Rubens Augusto Camargo Lamparelli
• Home Institution: Núcleo Interdisciplinar de Planejamento Energético (NIPE). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil
• City: Campinas
• Partner institutions: Microsoft
• Associated scholarship(s): 19/02550-4 - Development of algorithms for creating thematic maps using multiple sensors data, BP.TT; 18/21103-6 - Quantifying the fluxes and stocks of carbon in sugarcane and eucalyptus plantations over São Paulo State, BP.PD; 18/09536-4 - Development of algorithms for creating thematic maps using multiple sensors data, BP.TT

Scientific publications

(33)

(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)

DOS SANTOS LUCIANO, ANA CLAUDIA; ARAUJO PICOLI, MICHELLE CRISTINA; DUFT, DANIEL GARBELLINI; ROCHA, JANSLE VIEIRA; LIMA VERDE LEAL, MANOEL REGIS; LE MAIRE, GUERRIC. Empirical model for forecasting sugarcane yield on a local scale in Brazil using Landsat imagery and random forest algorithm. COMPUTERS AND ELECTRONICS IN AGRICULTURE, v. 184, MAY 2021. Web of Science Citations: 0.

FERREIRA GOMES, LUIZ ALBERTO; TORRES, RICARDO DA SILVA; CORTES, MARIO LUCIO. On the prediction of long-lived bugs: An analysis and comparative study using FLOSS projects. INFORMATION AND SOFTWARE TECHNOLOGY, v. 132, APR 2021. Web of Science Citations: 0.

GUIMARAES PEDRONETTE, DANIEL CARLOS; VALEM, LUCAS PASCOTTI; TORRES, RICARDO DA S. A BFS-Tree of ranking references for unsupervised manifold learning. PATTERN RECOGNITION, v. 111, MAR 2021. Web of Science Citations: 0.

PEREIRA, ERICO M.; TORRES, RICARDO DA S.; DOS SANTOS, JEFERSSON A. A genetic algorithm approach for image representation learning through color quantization. MULTIMEDIA TOOLS AND APPLICATIONS, v. 80, n. 10 FEB 2021. Web of Science Citations: 0.

DIAS, DANIELLE; DIAS, ULISSES; MENINI, NATHALIA; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC; TORRES, RICARDO DA S. Image-Based Time Series Representations for Pixelwise Eucalyptus Region Classification: A Comparative Study. IEEE Geoscience and Remote Sensing Letters, v. 17, n. 8, p. 1450-1454, AUG 2020. Web of Science Citations: 1.

ALBARRACIN, JUAN F. H.; OLIVEIRA, RAFAEL S.; HIROTA, MARINA; DOS SANTOS, JEFERSSON A.; TORRES, RICARDO DA S. A Soft Computing Approach for Selecting and Combining Spectral Bands. REMOTE SENSING, v. 12, n. 14 JUL 2020. Web of Science Citations: 0.

FADEL, SAMUEL G.; TORRES, RICARDO DA S. Neural relational inference for disaster multimedia retrieval. MULTIMEDIA TOOLS AND APPLICATIONS, v. 79, n. 35-36 JUL 2020. Web of Science Citations: 0.

SILVA, EWERTON; TORRES, RICARDO DA S.; PINTO, ALLAN; LI, LIN TZY; VIANNA, JOSE EDUARDO S.; AZEVEDO, RODOLFO; GOLDENSTEIN, SIOME. Application-Oriented Retinal Image Models for Computer Vision. SENSORS, v. 20, n. 13 JUL 2020. Web of Science Citations: 0.

GUEVARA, JUDY C.; TORRES, RICARDO DA S.; DA FONSECA, NELSON L. S. On the classification of fog computing applications: A machine learning perspective. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, v. 159, JUN 1 2020. Web of Science Citations: 0.

SILVA, EWERTON; TORRES, RICARDO S.; ALBERTON, BRUNA; MORELLATO, LEONOR PATRICIA C.; SILVA, THIAGO S. F. A Change-Driven Image Foveation Approach for Tracking Plant Phenology. REMOTE SENSING, v. 12, n. 9 MAY 2020. Web of Science Citations: 0.

CABRAL, OSVALDO M. R.; FREITAS, HELBER CUSTODIO; CUADRA, SANTIAGO VIANA; DE ANDRADE, CRISTIANO ALBERTO; RAMOS, NILZA PATRICIA; GRUTZMACHER, PRISCILA; GALDOS, MARCELO; CONTADOR PACKER, ANA PAULA; DA ROCHA, HUMBERTO RIBEIRO; ROSSI, PAULO. The sustainability of a sugarcane plantation in Brazil assessed by the eddy covariance fluxes of greenhouse gases. Agricultural and Forest Meteorology, v. 282, MAR 15 2020. Web of Science Citations: 0.

PISANI, FLAVIA; PASCOTTI VALEM, LUCAS; GUIMARAES PEDRONETTE, DANIEL CARLOS; DA S. TORRES, RICARDO; BORIN, EDSON; BRETERNITZ, MAURICIO. A unified model for accelerating unsupervised iterative re-ranking algorithms. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, v. 32, n. 14 MAR 2020. Web of Science Citations: 0.

CAMPANA, JOSE L. FLORES; PINTO, ALLAN; CORDOVA NEIRA, MANUEL ALBERTO; LORGUS DECKER, LUIS GUSTAVO; SANTOS, ANDREZA; CONCEICAO, JHONATAS S.; TORRES, RICARDO DA SILVA. On the Fusion of Text Detection Results: A Genetic Programming Approach. IEEE ACCESS, v. 8, p. 81257-81270, 2020. Web of Science Citations: 0.

DIAS, DANIELLE; PINTO, ALLAN; DIAS, ULISSES; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC; TORRES, RICARDO DA S. A Multirepresentational Fusion of Time Series for Pixelwise Classification. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 13, p. 4399-4409, 2020. Web of Science Citations: 0.

WERNECK, RAFAEL DE OLIVEIRA; RAVEAUX, ROMAIN; TABBONE, SALVATORE; TORRES, RICARDO DA SILVA. Learning cost function for graph classification with open-set methods. PATTERN RECOGNITION LETTERS, v. 128, p. 8-15, DEC 1 2019. Web of Science Citations: 1.

GUIMARAES PEDRONETTE, DANIEL CARLOS; VALEM, LUCAS PASCOTTI; ALMEIDA, JURANDY; TONES, RICARDO DA S. Multimedia Retrieval Through Unsupervised Hypergraph-Based Manifold Ranking. IEEE Transactions on Image Processing, v. 28, n. 12, p. 5824-5838, DEC 2019. Web of Science Citations: 0.

MUNOZ, JAVIER VARGAS; GONCALVES, MARCOS A.; DIAS, ZANONI; TORRES, RICARDO DA S. Hierarchical Clustering-Based Graphs for Large Scale Approximate Nearest Neighbor Search. PATTERN RECOGNITION, v. 96, DEC 2019. Web of Science Citations: 0.

FERREIRA GOMES, LUIZ ALBERTO; TORRES, RICARDO DA SILVA; CORTES, MARIO LTICIO. Bug report severity level prediction in open source software: A survey and research opportunities. INFORMATION AND SOFTWARE TECHNOLOGY, v. 115, p. 58-78, NOV 2019. Web of Science Citations: 0.

ATTIA, AHMED; NOUVELLON, YANN; CUADRA, SANTIAGO; CABRAL, OSVALDO; LACLAU, JEAN-PAUL; GUILLEMOT, JOANNES; CAMPOE, OTAVIO; STAPE, JOSE-LUIZ; GALDOS, MARCELO; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC. Modelling carbon and water balance of Eucalyptus plantations at regional scale: Effect of climate, soil and genotypes. FOREST ECOLOGY AND MANAGEMENT, v. 449, OCT 1 2019. Web of Science Citations: 0.

LE MAIRE, GUERRIC; GUILLEMOT, JOANNES; CAMPOE, OTAVIO C.; STAPE, JOSE-LUIZ; LACLAU, JEAN-PAUL; NOUVELLON, YANN. Light absorption, light use efficiency and productivity of 16 contrasted genotypes of several Eucalyptus species along a 6-year rotation in Brazil. FOREST ECOLOGY AND MANAGEMENT, v. 449, OCT 1 2019. Web of Science Citations: 1.

DOS SANTOS LUCIANO, ANA CLAUDIA; ARAUJO PICOLI, MICHELLE CRISTINA; ROCHA, JANSLE VIEIRA; DUFT, DANIEL GARBELLINI; CAMARGO LAMPARELLI, RUBENS AUGUSTO; LIMA VERDE LEAL, MANOEL REGIS; LE MAIRE, GUERRIC. A generalized space-time OBIA classification scheme to map sugarcane areas at regional scale, using Landsat images time-series and the random forest algorithm. International Journal of Applied Earth Observation and Geoinformation, v. 80, p. 127-136, AUG 2019. Web of Science Citations: 0.

WALDNER, FRANCOIS; BELLEMANS, NICOLAS; HOCHMAN, ZVI; NEWBY, TERENCE; DE ABELLEYRA, DIEGO; VERON, SANTIAGO R.; BARTALEV, SERGEY; LAVRENIUK, MYKOLA; KUSSUL, NATALIIA; LE MAIRE, GUERRIC; SIMOES, MARGARETH; SKAKUN, SERGII; DEFOURNY, PIERRE. Roadside collection of training data for cropland mapping is viable when environmental and management gradients are surveyed. International Journal of Applied Earth Observation and Geoinformation, v. 80, p. 82-93, AUG 2019. Web of Science Citations: 1.

UCHOA MAIA RODRIGUES, DANIELE C.; MOURA, FELIPE A.; CUNHA, SERGIO AUGUSTO; TORRES, RICARDO DA S. Graph visual rhythms in temporal network analyses. GRAPHICAL MODELS, v. 103, MAY 2019. Web of Science Citations: 0.

OLIVEIRA, ALBERTO; OAKLEY, ERIC; TORRES, RICARDO DA SILVA; ROCHA, ANDERSON. Relevance prediction in similarity-search systems using extreme value theory. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, v. 60, p. 236-249, APR 2019. Web of Science Citations: 0.

MELO DE OLIVEIRA SANTOS, CECILIA LIRA; CAMARGO LAMPARELLI, RUBENS AUGUSTO; DANTAS ARAUJO FIGUEIREDO, GLEYCE KELLY; DUPUY, STEPHANE; BOURY, JULIE; DOS SANTOS LUCIANO, ANA CLAUDIA; TORRES, RICARDO DA SILVA; LE MAIRE, GUERRIC. Classification of Crops, Pastures, and Tree Plantations along the Season with Multi-Sensor Image Time Series in a Subtropical Agricultural Region. REMOTE SENSING, v. 11, n. 3 FEB 1 2019. Web of Science Citations: 3.

MENINI, NATHALIA; ALMEIDA, ALEXANDRE E.; LAMPARELLI, RUBENS; LE MAIRE, GUERRIC; DOS SANTOS, JEFERSSON A.; PEDRINI, HELIO; HIROTA, MARINA; TORRES, RICARDO DA S. A Soft Computing Framework for Image Classification Based on Recurrence Plots. IEEE Geoscience and Remote Sensing Letters, v. 16, n. 2, p. 320-324, FEB 2019. Web of Science Citations: 1.

ESMAEL, AGNALDO APARECIDO; DOS SANTOS, JEFERSSON ALEX; TORRES, RICARDO DA SILVA. On the ensemble of multiscale object-based classifiers for aerial images: a comparative study. MULTIMEDIA TOOLS AND APPLICATIONS, v. 77, n. 19, p. 24565-24592, OCT 2018. Web of Science Citations: 0.

DOS SANTOS LUCIANO, ANA CLAUDIA; ARAUJO PICOLI, MICHELLE CRISTINA; ROCHA, JANSLE VIEIRA; JUNQUEIRA FRANCO, HENRIQUE COUTINHO; SANCHES, GUILHERME MARTINELI; LIMA VERDE LEAL, MANOEL REGIS; LE MAIRE, GUERRIC. Generalized space-time classifiers for monitoring sugarcane areas in Brazil. REMOTE SENSING OF ENVIRONMENT, v. 215, p. 438-451, SEP 15 2018. Web of Science Citations: 5.

NOGUEIRA, KEILLER; FADEL, SAMUEL G.; DOURADO, ICARO C.; WERNECK, RAFAEL DE O.; MUNOZ, V, JAVIER A.; PENATTI, OTAVIO A. B.; CALUMBY, RODRIGO T.; LI, LIN TZY; DOS SANTOS, JEFERSSON A.; TORRES, RICARDO DA S. Exploiting ConvNet Diversity for Flooding Identification. IEEE Geoscience and Remote Sensing Letters, v. 15, n. 9, p. 1446-1450, SEP 2018. Web of Science Citations: 8.

MARIANO, GREICE C.; STAGGEMEIER, VANESSA G.; CERDEIRA MORELLATO, LEONOR PATRICIA; TORRES, RICARDO DA S. Multivariate cyclical data visualization using radial visual rhythms: A case study in phenology analysis. ECOLOGICAL INFORMATICS, v. 46, p. 19-35, JUL 2018. Web of Science Citations: 2.

VEZY, REMI; CHRISTINA, MATHIAS; ROUPSARD, OLIVIER; NOUVELLON, YANN; DUURSMA, REMKO; MEDLYN, BELINDA; SOMA, MAXIME; CHARBONNIER, FABIEN; BLITZ-FRAYRET, CELINE; STAPE, JOSE-LUIZ; LACLAU, JEAN-PAUL; VIRGINIO FILHO, ELIAS DE MELO; BONNEFOND, JEAN-MARC; RAPIDEL, BRUNO; DO, FREDERIC C.; ROCHETEAU, ALAIN; PICART, DELPHINE; BORGONOVO, CARLOS; LOUSTAU, DENIS; LE MAIRE, GUERRIC. Measuring and modelling energy partitioning in canopies of varying complexity using MAESPA model. Agricultural and Forest Meteorology, v. 253, p. 203-217, MAY 1 2018. Web of Science Citations: 7.

CORDOVA NEIRA, MANUEL ALBERTO; MENDES JUNIOR, PEDRO RIBEIRO; ROCHA, ANDERSON; TORRES, RICARDO DA SILVA. Data-Fusion Techniques for Open-Set Recognition Problems. IEEE ACCESS, v. 6, p. 21242-U24, 2018. Web of Science Citations: 3.

ALMEIDA, ALEXANDRE E.; TORRES, RICARDO DA S. Remote Sensing Image Classification Using Genetic-Programming-Based Time Series Similarity Functions. IEEE Geoscience and Remote Sensing Letters, v. 14, n. 9, p. 1499-1503, SEP 2017. Web of Science Citations: 3.

Academic Publications

(References retrieved automatically from State of São Paulo Research Institutions)

LAMPARELLI, Rubens Augusto Camargo. Classification of biomass types along the vegetative cycle with time-series of multiple sensor images. 2019. Master's Dissertation - Universidade Estadual de Campinas, Faculdade de Engenharia Agrícola.