1. Repositorio institucional de CLACSO
2. Colección de los Centros Asociados
3. Brasil
4. Programa de Pós-graduação em Geografía - PPGGeo/UFPR - Cosecha

Título :	LINEAR SPECTRAL MIXING MODEL APPLIED IN IMAGES FROM PROBA-V SENSOR: A SPATIAL MULTIRESOLUTION APPROACH
Autor :	Instituto Nacional de Pesquisas Espaciais, FAPESP, CNPq
Palabras clave :	Sensoriamento Remoto;Estimated Endmembers; Moderate Spatial Resolution; Linear Regression; Regional Scale; Pantanal
Editorial :	UFPR
Descripción :	The complexity of pixel composition of orbital images has been commonly referred to the spectral mixture problem. The acquisition of endmembers (pure pixels) direct from image under study is one of the most commonly employed approaches. However, it becomes limited in low or moderate spatial resolutions due to the lower probability of finding those pixels. In this way, this work proposes the combined use of images with different spatial resolutions to estimate the spectral responses of the endmembers in low spatial resolution image, from the obtained proportions derived from the spatial higher-resolution images. The proposed methodology was applied to products provided by PROBA-V satellite with spatial resolution of 100 m and 1 km in the Pantanal region of Mato Grosso state. Initially, the fraction images (proportions) were generated from the 100 m dataset using the endmembers selected directly in the image, considering the higher probability of finding pure pixels in such images. Following the spectral responses of the endmembers in 1 km were estimated by multiple linear regression, using the proportions of the endmembers in the pixels derived from 100 m images. For the evaluation, the endmembers fraction images were compared and field data was used. These analyses indicated that the spectral responses estimated allowed to improve the results with regard to error, to variability, and to the identification of endmembers proportions, considering that inadequate choice of pixels considered as pure in low spatial resolution images can affect the quality of the fraction images for operational use.
URI :	http://biblioteca-repositorio.clacso.edu.ar/handle/CLACSO/74646
Otros identificadores :	https://revistas.ufpr.br/raega/article/view/67098 10.5380/raega.v46i3.67098
Aparece en las colecciones:	Programa de Pós-graduação em Geografía - PPGGeo/UFPR - Cosecha

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