Spatiotemporal filtering using principal component analysis and Karhunen-Loeve expansion approaches for regional GPS network analysis

作者: D. Dong , P. Fang , Y. Bock , F. Webb , L. Prawirodirdjo

DOI: 10.1029/2005JB003806

关键词: Principal component analysisTime seriesGlobal Positioning SystemUniform distribution (continuous)Spatial filterNetwork analysisAlgorithmKarhunen–Loève theoremComputer scienceCoordinate time

摘要: … The principal component analysis (PCA) and the Karhunen‐Loeve expansion (KLE) both decompose network time series into a set of temporally varying modes and their spatial …

参考文章(63)
Hans-Georg Scherneck, J. M. Johansson, R. Haas, BIFROST Project: Studies of Variations of Absolute Sea Level in Conjunction with the Postglacial Rebound of Fennoscandia Springer, Berlin, Heidelberg. pp. 241- 244 ,(2000) , 10.1007/978-3-642-59745-9_50
Rudolph W. Preisendorfer, Curtis D. Mobley, Principal Component Analysis in Meteorology and Oceanography ,(1988)
William Menke, Geophysical data analysis : discrete inverse theory International Geophysics Series. ,(1989)
Shin'ichi Miyazaki, Tetsuya Iwabuchi, Kosuke Heki, Isao Naito, An impact of estimating tropospheric delay gradients on precise positioning in the summer using the Japanese nationwide GPS array Journal of Geophysical Research: Solid Earth. ,vol. 108, pp. 2335- ,(2003) , 10.1029/2000JB000113
M Meghan Miller, Tim Melbourne, Daniel J Johnson, William Q Sumner, Periodic Slow Earthquakes from the Cascadia Subduction Zone Science. ,vol. 295, pp. 2423- 2423 ,(2002) , 10.1126/SCIENCE.1071193
T. M. Van Dam, J. M. Wahr, Displacements of the Earth's surface due to atmospheric loading: Effects on gravity and baseline measurements Journal of Geophysical Research. ,vol. 92, pp. 1281- 1286 ,(1987) , 10.1029/JB092IB02P01281
S. Mangiarotti, A. Cazenave, L. Soudarin, J. F. Crétaux, Annual vertical crustal motions predicted from surface mass redistribution and observed by space geodesy Journal of Geophysical Research: Solid Earth. ,vol. 106, pp. 4277- 4291 ,(2001) , 10.1029/2000JB900347
Kristine M. Larson, Jeffrey T. Freymueller, Steven Philipsen, Global plate velocities from the Global Positioning System Journal of Geophysical Research: Solid Earth. ,vol. 102, pp. 9961- 9981 ,(1997) , 10.1029/97JB00514
Timothy I. Melbourne, Frank H. Webb, Joann M. Stock, Christoph Reigber, Rapid postseismic transients in subduction zones from continuous GPS Journal of Geophysical Research. ,vol. 107, pp. 2241- ,(2002) , 10.1029/2001JB000555