Journal ArticleDOI
Principal component analysis applied to a time series of MODIS images: the spatio-temporal variability of the Pantanal wetland, Brazil
Teodoro Isnard Ribeiro de Almeida,Natasha Costa Penatti,Laerte Guimarães Ferreira,Arielle Elias Arantes,Cibele Hummel do Amaral +4 more
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TLDR
In this paper, a principal component analysis (PCA) was applied to a complete annual dataset of filtered EVI2 images (based on a 12-year average over the 2001-2012 period).Abstract:
The present study aimed at analyzing the spatio-temporal variability of the Pantanal vegetation cover, the largest tropical wetland in the world. A principal component analysis (PCA) was applied to a complete annual dataset of filtered EVI2 images (based on a 12-year average over the 2001–2012 period). There was about 99 % variance concentration in the first three components, with the respective loading responses and distributions (maximum, minimum and changes in the sign of the eigenvector loadings) matching the most significant seasonal interruptions. The first three principal components showed the essential aspects of the spatio-temporal variability of the local phenology, i.e. the cumulative greenness throughout the year, the later and more generalized senescence associated with the drought season climax, and the early senescence associated with sandy portions. Our results enabled the detection of homologous areas regarding vegetation density and the time and intensity of senescence. As the water availability throughout the year—the most important parameter for regional vegetation—is largely a function of geology (sediment grain size and vertical neotectonic), a geobotanic analysis of the Pantanal wetlands was also possible. Our PCA-based approach was able to capture the essentials of the phenological/environmental variability, with potential for application in other ecosystems with complex vegetation cover and functioning.read more
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Journal ArticleDOI
Satellite-based hydrological dynamics of the world's largest continuous wetland
Natasha Costa Penatti,Teodoro Isnard Ribeiro de Almeida,Laerte Guimarães Ferreira,Arielle Elias Arantes,Michael T. Coe +4 more
TL;DR: In this paper, the authors investigated the potential for closing the water balance purely from remote sensing (RS) sources and quantify the hydrological dynamic of the Pantanal (Brazil), the world's largest continuous wetland.
Journal ArticleDOI
Remote sensing of wetlands in South America: status and challenges
Patricia Kandus,Priscilla Gail Minotti,Natalia Soledad Morandeira,Rafael Grimson,Gabriela Liliana Gonzalez Trilla,Eliana Belen Gonzalez,Laura San Martín,Maira Patricia Gayol +7 more
TL;DR: A bibliometric analysis of the available scientific literature relating to the remote sensing of wetlands in South America is presented in this paper, where 153 articles were published in 63 different journals, with the number of articles published per year increasing progressively since 1990.
Journal ArticleDOI
NDVI patterns as indicator of morphodynamic activity in the middle Paraná River floodplain
Zuleica Yael Marchetti,Zuleica Yael Marchetti,Priscilla Gail Minotti,Carlos Guillermo Ramonell,Carlos Guillermo Ramonell,Facundo Mauro Schivo,Patricia Kandus +6 more
TL;DR: Marchetti, Zuleica Yael as mentioned in this paper and Yael et al. as mentioned in this paper presented a study on the use of Hidricas in Ingenieria and Ciencias Hidrichas at the University of Argentina.
Journal ArticleDOI
Modeling outdoor thermal comfort using satellite imagery: A principle component analysis-based approach
Naeim Mijani,Seyed Kazem Alavipanah,Mohammad Karimi Firozjaei,Jamal Jokar Arsanjani,Saeid Hamzeh,Qihao Weng +5 more
TL;DR: In this paper, the authors proposed a new method for modeling outdoor thermal comfort based on remote sensing and climatic datasets, including those from Landsat, MODIS, Digital Elevation Model (DEM), Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER), and local meteorological stations.
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Vegetation, rainfall, and pulsing hydrology in the Pantanal, the world’s largest tropical wetland
TL;DR: In this paper, the authors used remote sensing data of vegetation and climate to better understand the relationships among the rains, the flood pulse, and vegetation in the Pantanal, South America, due to flooding along the Upper Paraguay River.
References
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LIII. On lines and planes of closest fit to systems of points in space
TL;DR: This paper is concerned with the construction of planes of closest fit to systems of points in space and the relationships between these planes and the planes themselves.
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Overview of the radiometric and biophysical performance of the MODIS vegetation indices
TL;DR: In this paper, the authors evaluated the performance and validity of the MODIS vegetation indices (VI), the normalized difference vegetation index (NDVI) and enhanced vegetation index(EVI), produced at 1-km and 500-m resolutions and 16-day compositing periods.
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TIMESAT - a program for analyzing time-series of satellite sensor data
Per Jönsson,Lars Eklundh +1 more
TL;DR: In this article, three different least-squares methods for processing time-series of satellite sensor data are presented, one of which uses local polynomial functions and can be classified as an adaptive Savitzky-Golay filter.
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Development of a two-band enhanced vegetation index without a blue band
TL;DR: In this paper, the authors developed and evaluated a 2-band enhanced vegetation index (EVI2), without a blue band, which has the best similarity with the 3-band EVI, particularly when atmospheric effects are insignificant and data quality is good.
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Monitoring land-cover change by principal component analysis of multitemporal Landsat data.
TL;DR: In this article, two four-channel Landsat scenes of the same area, which were recorded on different dates, were superimposed and treated as a single eight-dimensional (channel) data array.