@InProceedings{FreitasAdRuShRoSiAr:2009:EsCaÁr,
author = "Freitas, Ramon Morais de and Adami, Marcos and Rudorff, Bernardo
Friedrich Theodor and Shimabukuro, Yosio Edemir and Rosa, Reinaldo
Roberto and Silva, Jos{\'e} Demisio Sim{\~o}es da and Arcoverde,
Gustavo Felipe Balu{\'e}",
affiliation = "{Instituto Nacional de Pesquisas Espaciais} and {Instituto
Nacional de Pesquisas Espaciais} and {Instituto Nacional de
Pesquisas Espaciais} and {Instituto Nacional de Pesquisas
Espaciais} and {Instituto Nacional de Pesquisas Espaciais} and
{Instituto Nacional de Pesquisas Espaciais} and {Instituto
Nacional de Pesquisas Espaciais}",
title = "An{\'a}lise Explorat{\'o}ria de Dados Multi-temporais em
Sensoriamento Remoto Usando Mapas Auto-Organiz{\'a}veis: Um
estudo de caso nas {\'a}reas de convers{\~a}o para o cultivo da
cana-de-a{\c{c}}{\'u}car",
booktitle = "Anais...",
year = "2009",
editor = "Epiphanio, Jos{\'e} Carlos Neves and Galv{\~a}o, L{\^e}nio
Soares",
pages = "7797--7804",
organization = "Simp{\'o}sio Brasileiro de Sensoriamento Remoto, 14. (SBSR)",
publisher = "Instituto Nacional de Pesquisas Espaciais (INPE)",
address = "S{\~a}o Jos{\'e} dos Campos",
keywords = "remote sensing, SOM, feature selection.",
abstract = "This work shows an approach to use Self Organizing Map (SOM) to
feature selection in multitemporal remote sensing data. Optical
images derived from Thematic Mapper bands were used for this
analysis. The objective was to improve and understanding about SOM
operational capabilities for feature selection in remote sensing
data applied to agricultural systems. The study area is the
municipality of the Barretos located in the northern part of Sao
Paulo State. The test site comprises several landscape types such
as citrus, annual croplands fields, pasture and sugarcane with
high land cover conversion rates the last years. Using Landsat TM
multitemporal data and segmentation techniques we generated 1110
samples for the SOM analysis. The visual inspection of Kohonen
maps were used for feature selection. Preliminary results
indicated that there is a temporal dependence between the spectral
bands and the land cover observation over time. We recommneded
that further studies should focus on the correlation of spectral
and texture data using the SOM approach.",
conference-location = "Natal",
conference-year = "25-30 abr. 2009",
isbn = "978-85-17-00044-7",
language = "pt",
organisation = "Instituto Nacional de Pesquisas Espaciais (INPE)",
ibi = "dpi.inpe.br/sbsr@80/2008/11.14.18.32",
url = "http://urlib.net/ibi/dpi.inpe.br/sbsr@80/2008/11.14.18.32",
targetfile = "7797-7804.pdf",
type = "T{\'e}cnicas de Classifica{\c{c}}{\~a}o e Minera{\c{c}}{\~a}o
de Dados",
urlaccessdate = "18 jun. 2024"
}