DocumentCode :
1883576
Title :
Adaptive local kriging (ALK) to retrieve the slant range surface motion maps of Wenchuan earthquake
Author :
Wu, Meng-Che ; Liu, Jian Guo
Author_Institution :
Dept. of Earth Sci. & Eng., Imperial Coll. London, London, UK
fYear :
2011
fDate :
24-29 July 2011
Firstpage :
1183
Lastpage :
1186
Abstract :
Kriging technique is widely used for raster data interpolation, such as digital elevation models and precipitation maps. It depends on the spatial distribution of sampled values and the variogram model which fit an empirical global semivariogram of entire image. However, such a variogram model may not suitable for datasets with strong trends of the spatial distribution, such as differential interferometric synthetic aperture radar (DInSAR) data. Here we propose a modified kriging method, adaptive local kriging (ALK), for retrieve of the missing data in the decoherence zone of the ALOS PALSAR DInSAR data of 2008 Wenchuan earthquake. In the ALK, dynamic linear variogram models fitting the local empirical semivariograms are used instead of a global variogram model for the whole image. The localized adaptive approach avoids drastic errors in the large decoherence gaps and the value prediction is thus significant improved as confirmed in comparison with the original DInSAR data.
Keywords :
earthquakes; radar interferometry; remote sensing by radar; seismology; statistical analysis; synthetic aperture radar; AD 2008; ALK; ALOS PALSAR DInSAR data; China; Wenchuan earthquake; adaptive local kriging; decoherence zone; differential interferometric SAR; digital elevation models; dynamic linear variogram models; empirical global semivariogram; local empirical semivariograms; localized adaptive approach; missing data retrieval; modified kriging method; precipitation maps; raster data interpolation; slant range surface motion map retrieval; spatial distribution trends; synthetic aperture radar; Adaptation models; Data models; Earthquakes; Interferometry; Interpolation; Surface topography; Synthetic aperture radar; Adaptive Local Kriging; Co-seismic deformation; DInSAR;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEE International
Conference_Location :
Vancouver, BC
ISSN :
2153-6996
Print_ISBN :
978-1-4577-1003-2
Type :
conf
DOI :
10.1109/IGARSS.2011.6049409
Filename :
6049409
Link To Document :
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