Developing a Complex Independent Component Analysis (CICA) Technique to Extract Non-stationary Patterns from Geophysical Time Series

[1]  R. Nerem,et al.  Ice mass change in Greenland and Antarctica between 1993 and 2013 from satellite gravity measurements , 2017, Journal of Geodesy.

[2]  G. Moore,et al.  Amplification of the Atlantic Multidecadal Oscillation associated with the onset of the industrial-era warming , 2017, Scientific Reports.

[3]  Yuanxi Yang,et al.  Spatiotemporal filtering for regional GPS network in China using independent component analysis , 2017, Journal of Geodesy.

[4]  Anne Springer,et al.  Mapping probabilities of extreme continental water storage changes from space gravimetry , 2016 .

[5]  Anne Springer,et al.  Does GRACE see the terrestrial water cycle “intensifying”? , 2016 .

[6]  Joseph L. Awange,et al.  Quantifying the impacts of ENSO and IOD on rain gauge and remotely sensed precipitation products over Australia , 2016 .

[7]  Enrico Serpelloni,et al.  Blind source separation problem in GPS time series , 2016, Journal of Geodesy.

[8]  Ronald Phlypo,et al.  Complex Independent Component Analysis Using Three Types of Diversity: Non-Gaussianity, Nonwhiteness, and Noncircularity , 2015, IEEE Transactions on Signal Processing.

[9]  B. Rajagopalan,et al.  Non-stationary and non-linear influence of ENSO and Indian Ocean Dipole on the variability of Indian monsoon rainfall and extreme rain events , 2015, Climate Dynamics.

[10]  J. Kusche,et al.  Multivariate Prediction of Total Water Storage Changes Over West Africa from Multi-Satellite Data , 2014, Surveys in Geophysics.

[11]  Michael G. Sideris,et al.  Assessment of the capabilities of the temporal and spatiotemporal ICA method for geophysical signal separation in GRACE data , 2014 .

[12]  J. Kusche,et al.  A summary of the paper: “Water storage changes and climate variability within the Nile Basin between 2002-2011”, Advances in Water Resources, doi:10.1016/j.advwatres.2014.06.010 , 2017 .

[13]  E. Forootan.  Statistical signal decomposition techniques for analyzing time-variable satellite gravimetry data , 2014 .

[14]  J. Fasullo,et al.  Australia's unique influence on global sea level in 2010–2011 , 2013 .

[15]  Filipe Aires,et al.  Rotation of Eofs by the Independent Component Analysis: Towards a Solution of the Mixing Problem in the Decomposition of Geophysical Time Series , 2013 .

[16]  E. Forootan,et al.  The influence of low frequency sea surface temperature modes on delineated decadal rainfall zones in Eastern Africa region , 2013 .

[17]  M. Sharifi,et al.  A point-wise least squares spectral analysis LSSA of the Caspian Sea level fluctuations, using TOPEX/Poseidon and Jason-1 observations , 2013 .

[18]  J. Wahr,et al.  Computations of the viscoelastic response of a 3-D compressible Earth to surface loading: an application to Glacial Isostatic Adjustment in Antarctica and Canada , 2012 .

[19]  Joseph L. Awange,et al.  Independent patterns of water mass anomalies over Australia from satellite data and models , 2012 .

[20]  R. Nerem,et al.  The influence of ENSO on global terrestrial water storage using GRACE , 2012 .

[21]  Tao Lian,et al.  An Evaluation of Rotated EOF Analysis and Its Application to Tropical Pacific SST Variability , 2012 .

[22]  Michael G. Sideris,et al.  On the capabilities of the multi-channel singular spectrum method for extracting the main periodic and non-periodic variability from weekly GRACE data , 2012 .

[23]  Jürgen Kusche,et al.  Separation of deterministic signals using independent component analysis (ICA) , 2012, Studia Geophysica et Geodaetica.

[24]  Jürgen Kusche,et al.  Separation of global time-variable gravity signals into maximally independent components , 2012, Journal of Geodesy.

[25]  Frédéric Frappart,et al.  An independent component analysis filtering approach for estimating continental hydrology in the GRACE gravity data , 2011 .

[26]  Frédéric Frappart,et al.  Denoising Satellite Gravity Signals by Independent Component Analysis , 2010, IEEE Geoscience and Remote Sensing Letters.

[27]  C. Shum,et al.  Observation and Geophysical Causes of Present-Day Sea-Level Rise , 2010 .

[28]  Ian T. Jolliffe,et al.  Independent Component Analysis of Climate Data: A New Look at EOF Rotation , 2009 .

[29]  Hanqing Lu,et al.  Probabilistic tracking on Riemannian manifolds , 2008, 2008 19th International Conference on Pattern Recognition.

[30]  Svetozar Petrovic,et al.  Periodic components of water storage changes from GRACE and global hydrology models: PERIODIC WATER STORAGE CHANGES AND GRACE , 2008 .

[31]  David Hinkley,et al.  Bootstrap Methods: Another Look at the Jackknife , 2008 .

[32]  E. Schrama,et al.  Improved accuracy of GRACE gravity solutions through empirical orthogonal function filtering of spherical harmonics , 2007 .

[33]  Ian T. Jolliffe,et al.  Empirical orthogonal functions and related techniques in atmospheric science: A review , 2007 .

[34]  Upmanu Lall,et al.  Modeling multivariable hydrological series: Principal component analysis or independent component analysis? , 2007 .

[35]  Hiroshi Sawada,et al.  Frequency-Domain Blind Source Separation , 2007, Blind Speech Separation.

[36]  Christopher J James,et al.  Independent component analysis for biomedical signals , 2005, Physiological measurement.

[37]  W. Dullo,et al.  Nonstationary ENSO‐precipitation teleconnection over the equatorial Indian Ocean documented in a coral from the Chagos Archipelago , 2005 .

[38]  Terrence J. Sejnowski,et al.  Reliable Measurement of Cortical Flow Patterns Using Complex Independent Component Analysis of Electroencephalographic Signals , 2004, ICA.

[39]  M. Watkins,et al.  The gravity recovery and climate experiment: Mission overview and early results , 2004 .

[40]  James W. Hurrell,et al.  The North Atlantic Oscillation: Climatic Significance and Environmental Impact , 2003 .

[41]  Terrence J. Sejnowski,et al.  Complex Independent Component Analysis of Frequency-Domain Electroencephalographic Data , 2003, Neural Networks.

[42]  Chengjun Liu,et al.  Independent component analysis of Gabor features for face recognition , 2003, IEEE Trans. Neural Networks.

[43]  J. Lifland.  The North Atlantic Oscillation: Climatic Significance and Environmental Impact , 2003 .

[44]  S. Feldstein.  The dynamics of NAO teleconnection pattern growth and decay , 2003 .

[45]  Thomas M. Smith,et al.  An Improved In Situ and Satellite SST Analysis for Climate , 2002 .

[46]  Tzyy-Ping Jung,et al.  Imaging brain dynamics using independent component analysis , 2001, Proc. IEEE.

[47]  L. Fenoglio-Marc.  Analysis and representation of regional sea-level variability from altimetry and atmospheric–oceanic data , 2001 .

[48]  Eric Moreau,et al.  A generalization of joint-diagonalization criteria for source separation , 2001, IEEE Trans. Signal Process..

[49]  H. Storch,et al.  Statistical Analysis in Climate Research , 2000 .

[50]  Erkki Oja,et al.  Independent component analysis: algorithms and applications , 2000, Neural Networks.

[51]  B. Goswami,et al.  A dipole mode in the tropical Indian Ocean , 1999, Nature.

[52]  Aapo Hyvärinen,et al.  Fast and robust fixed-point algorithms for independent component analysis , 1999, IEEE Trans. Neural Networks.

[53]  Aapo Hyvärinen,et al.  Survey on Independent Component Analysis , 1999 .

[54]  Jean-Franois Cardoso.  High-Order Contrasts for Independent Component Analysis , 1999, Neural Computation.

[55]  N. Matalas.  Stochastic Hydrology in the Context of Climate Change , 1997 .

[56]  Antoine Souloumiac,et al.  Jacobi Angles for Simultaneous Diagonalization , 1996, SIAM J. Matrix Anal. Appl..

[57]  A. C. Rencher.  Methods of multivariate analysis , 1995 .

[58]  P. Comon.  Tensor Diagonalization, A useful Tool in Signal Processing , 1994 .

[59]  Pierre Comon,et al.  Independent component analysis, A new concept? , 1994, Signal Process..

[60]  J. Cardoso,et al.  Blind beamforming for non-gaussian signals , 1993 .

[61]  Catherine A. Smith,et al.  Singular value decomposition of wintertime sea surface temperature and 500-mb height anomalies , 1992 .

[62]  Kevin E. Trenberth,et al.  Recent Observed Interdecadal Climate Changes in the Northern Hemisphere , 1990 .

[63]  Chris Chatfield,et al.  The Analysis of Time Series: An Introduction , 1990 .

[64]  M. B. Priestley,et al.  Non-linear and non-stationary time series analysis , 1990 .

[65]  R. Preisendorfer,et al.  Principal Component Analysis in Meteorology and Oceanography , 1988 .

[66]  Karl-Rudolf Koch,et al.  Parameter estimation and hypothesis testing in linear models , 1988 .

[67]  G. P. King,et al.  Extracting qualitative dynamics from experimental data , 1986 .

[68]  M. Richman,et al.  Rotation of principal components , 1986 .

[69]  J. Horel.  Complex Principal Component Analysis: Theory and Examples , 1984 .

[70]  B. Weare,et al.  Examples of Extended Empirical Orthogonal Function Analyses , 1982 .

[71]  Phillip A. Arkin,et al.  Biennial Variations in Surface Temperature over the United States as Revealed by Singular Decomposition , 1981 .

[72]  B. Efron.  Bootstrap Methods: Another Look at the Jackknife , 1979 .

[73]  Edward N. Lorenz,et al.  Climatic Change as a Mathematical Problem , 1970 .