DocumentCode :
2851780
Title :
Non Parametric Statistical Tests for the Analysis of Multiple-sensor Time Series of Remotely Sensed Data
Author :
Boschetti, Luigi ; Kunzle, Annamaria ; Brivio, Pietro Alessandro ; Mussio, Luigi
Author_Institution :
Dept. of Geogr., Univ. of Maryland, College Park, MD
fYear :
2006
fDate :
July 31 2006-Aug. 4 2006
Firstpage :
200
Lastpage :
203
Abstract :
The present paper presents an application of non- parametric statistical tests for the analysis of time series of remotely sensed data, acquired by different sensors of the same series. A set of points, extracted from the NOAA AVHRR GAC pathfinder dataset, which covers the period 1981-2001, was used as test dataset. Two tests, the Kruskal-Wallis and the Friedman test, have been used to address two significant issues of the analysis of long time series. The first experiment was aimed at determining whether observations acquired by different sensors of the same series, over the same stable target, belong to the same statistical population or not. The second experiment, tested whether seasonal phenological parameters of the vegetation, extracted from the same data, but after the application of different pre-processing algorithms, are significantly different.
Keywords :
geophysical techniques; remote sensing; time series; vegetation; AD 1981 to 2001; AVHRR; Friedman test; GAC Pathfinder dataset; Kruskal-Wallis test; NDVI index; NOAA; multiple-sensor time series analysis; non parametric statistical tests; phenological parameters; pre-processing algorithms; remote sensing data; vegetation monitoring; Data analysis; Data mining; Earth; Educational institutions; Geography; Performance analysis; Satellites; Testing; Time series analysis; Vegetation mapping;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium, 2006. IGARSS 2006. IEEE International Conference on
Conference_Location :
Denver, CO
Print_ISBN :
0-7803-9510-7
Type :
conf
DOI :
10.1109/IGARSS.2006.56
Filename :
4241203
Link To Document :
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