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Physical Sciences and Mathematics Commons

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Biology, Chemistry, and Environmental Sciences Faculty Articles and Research

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Full-Text Articles in Physical Sciences and Mathematics

Application Of The Savitzky-Golay Filter To Land Cover Classification Using Temporal Modis Vegetation Indices, So-Ra Kim, Anup K. Prasad, Hesham El-Askary, Woo- Kyun Lee, Doo- Ahn Kwak, Seung- Ho Lee, Menas Kafatos Jul 2014

Application Of The Savitzky-Golay Filter To Land Cover Classification Using Temporal Modis Vegetation Indices, So-Ra Kim, Anup K. Prasad, Hesham El-Askary, Woo- Kyun Lee, Doo- Ahn Kwak, Seung- Ho Lee, Menas Kafatos

Biology, Chemistry, and Environmental Sciences Faculty Articles and Research

In this study, the Savitzky-Golay filter was applied to smooth observed unnatural variations in the temporal profiles of the Normalized Difference Vegetation Index (NDVI} and the Enhanced Vegetation Index {EVI} time series from the MODerate Resolution Imaging Spectroradiometer (MODIS}. We computed two sets of land cover classifications based 011 the NDVI and EVI time series before and after applying the Savitzky-Golay filter. The resulting classification from the filtered versions of the vegetation indices showed a substantial improvement in accuracy when compared to the classifications from the unfiltered versions. The classification by the EVIsg had the highest K (0.72} for all …