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Volumn 21, Issue 1, 2014, Pages 203-215

An extended approach for spatiotemporal gapfilling: Dealing with large and systematic gaps in geoscientific datasets

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY ASSESSMENT; ALGORITHM; DATA SET; EOS; ERROR ANALYSIS; OBSERVATIONAL METHOD; REMOTE SENSING; SATELLITE DATA; SOFTWARE; SPATIOTEMPORAL ANALYSIS; TWO-DIMENSIONAL MODELING;

EID: 84893577794     PISSN: 10235809     EISSN: 16077946     Source Type: Journal    
DOI: 10.5194/npg-21-203-2014     Document Type: Article
Times cited : (31)

References (36)
  • 1
    • 1642456529 scopus 로고    scopus 로고
    • EOF calculations and data filling from incomplete oceanographic datasets
    • DOI 10.1175/1520-0426 (2003) 020<1839:ECADFF>2.0.CO;2
    • Beckers, J. and Rixen, M.: EOF Calculations and Data Filling from Incomplete Oceanographic Datasets, J. Atmos. Ocean. Technol., 20, 1839-1856, doi:10.1175/1520- 0426(2003)020<1839:ECADFF<2.0.CO;2, 2003. (Pubitemid 38122799)
    • (2003) Journal of Atmospheric and Oceanic Technology , vol.20 , Issue.12 , pp. 1839-1856
    • Beckers, J.M.1    Rixen, M.2
  • 3
    • 34249988665 scopus 로고
    • Extracting qualitative dynamics from experimental data
    • doi:10.1016/0167-2789(86)90031-X
    • Broomhead, D. S. and King, G. P.: Extracting Qualitative Dynamics From Experimental data, Physica D, 20, 217-236, doi:10.1016/0167-2789(86)90031-X, 1986.
    • (1986) Physica D , vol.20 , pp. 217-236
    • Broomhead, D.S.1    King, G.P.2
  • 4
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the em algorithm
    • WOS:A1977DM46400001
    • Dempster, A., Laird, N., and Rubin, D.: Maximum Likelihood from Incomplete Data Via the EM Algorithm, J. Royal Stat. Soc. Ser B., 39, 1-38, WOS:A1977DM46400001, 1977.
    • (1977) J. Royal Stat. Soc.Ser B , vol.39 , pp. 1-38
    • Dempster, A.1    Laird, N.2    Rubin, D.3
  • 6
    • 73149098916 scopus 로고    scopus 로고
    • Robust smoothing of gridded data in one and higher dimensions with missing values
    • doi:10.1016/j.csda.2009.09.020
    • Garcia, D.: Robust smoothing of gridded data in one and higher dimensions with missing values, Comput. Stat. Data Anal., 54, 1167-1178, doi:10.1016/j.csda.2009.09.020, 2010.
    • (2010) Comput. Stat. Data Anal , vol.54 , pp. 1167-1178
    • Garcia, D.1
  • 8
    • 84889085006 scopus 로고    scopus 로고
    • Basic singular spectrum analysis and forecasting with r
    • doi:10.1016/j.csda.2013.04.009
    • Golyandina, N. and Korobeynikov, A.: Basic Singular Spectrum Analysis and forecasting with R, Comput. Stat. Data Anal., doi:10.1016/j.csda.2013.04.009, 2013.
    • (2013) Comput. Stat. Data Anal
    • Golyandina, N.1    Korobeynikov, A.2
  • 9
    • 34247575757 scopus 로고    scopus 로고
    • The "caterpillar"-ssa method for analysis of time series with missing values
    • doi:10.1016/j.jspi.2006.05.014
    • Golyandina, N. and Osipov, E.: The "Caterpillar"-SSA method for analysis of time series with missing values, J. Stat. Plann. Infer., 137, 2642-2653, doi:10.1016/j.jspi.2006.05.014, 2007.
    • (2007) J. Stat. Plann. Infer , vol.137 , pp. 2642-2653
    • Golyandina, N.1    Osipov, E.2
  • 11
    • 84882572793 scopus 로고    scopus 로고
    • Springer, (last access: 19 September 2013)
    • Golyandina, N. and Zhigljavsky, A.: Singular spectrum analysis for time series, Springer, available at: http://www.springer.com/statistics/ statistical+theory+and+ methods/book/978-3-642-34912-6 (last access: 19 September 2013), 2013.
    • (2013) Singular Spectrum Analysis for Time Series
    • Golyandina, N.1    Zhigljavsky, A.2
  • 12
    • 77950232472 scopus 로고    scopus 로고
    • Gap filling and noise reduction of unevenly sampled data by means of the lomb-scargle periodogram
    • doi:10.5194/acp-9-4197-2009
    • Hocke, K. and Kämpfer, N.: Gap filling and noise reduction of unevenly sampled data by means of the Lomb-Scargle periodogram, Atmos. Chem. Phys., 9, 4197-4206, doi:10.5194/acp- 9-4197-2009, 2009.
    • (2009) Atmos. Chem. Phys , vol.9 , pp. 4197-4206
    • Hocke, K.1    Kämpfer, N.2
  • 14
    • 0036846393 scopus 로고    scopus 로고
    • Overview of the radiometric and biophysical performance of the MODIS vegetation indices
    • DOI 10.1016/S0034-4257(02)00096-2, PII S0034425702000962
    • Huete, A., Didan, K., Miura, T., Rodriguez, E. P., Gao, X., and Ferreira, L. G.: Overview of the radiometric and biophysical performance of the MODIS vegetation indices, Remote Sens. Environ., 83, 195-213, doi:10.1016/S0034- 4257(02)00096-2, 2002. (Pubitemid 35307469)
    • (2002) Remote Sensing of Environment , vol.83 , Issue.1-2 , pp. 195-213
    • Huete, A.1    Didan, K.2    Miura, T.3    Rodriguez, E.P.4    Gao, X.5    Ferreira, L.G.6
  • 15
    • 0002849012 scopus 로고
    • Calibration of processoriented models
    • doi:10.1016/0304- 3800(95)00084-9
    • Janssen, P. H. M. and Heuberger, P. S. C.: Calibration of Processoriented Models, Ecol. Modell., 83, 55-66, doi:10.1016/0304- 3800(95)00084-9, 1995.
    • (1995) Ecol. Modell , vol.83 , pp. 55-66
    • Janssen, P.H.M.1    Heuberger, P.S.C.2
  • 17
    • 0031390898 scopus 로고    scopus 로고
    • Reduced space optimal analysis for historical datasets: 136 years of atlantic sea surface temperatures
    • doi:10.1029/97JC01734
    • Kaplan, A., Kushni, Y., Cane, M., and Blumenthal, M.: Reduced space optimal analysis for historical datasets: 136 years of Atlantic sea surface temperatures, J. Geophys. Res., 102, 27-27, doi:10.1029/97JC01734, 1997.
    • (1997) J. Geophys. Res , vol.102 , pp. 27-27
    • Kaplan, A.1    Kushni, Y.2    Cane, M.3    Blumenthal, M.4
  • 18
    • 33745515720 scopus 로고    scopus 로고
    • Spatio-temporal filling of missing points in geophysical data sets
    • Kondrashov, D. and Ghil, M.: Spatio-temporal filling of missing points in geophysical datasets, Nonlin. Processes Geophys., 13, 151-159, doi:10.5194/npg-13-151-2006, 2006. (Pubitemid 43980712)
    • (2006) Nonlinear Processes in Geophysics , vol.13 , Issue.2 , pp. 151-159
    • Kondrashov, D.1    Ghil, M.2
  • 19
    • 79551643740 scopus 로고    scopus 로고
    • Developing an improved soil moisture dataset by blending passive and active microwave satellite-based retrievals
    • doi:10.5194/hess-15-425-2011
    • Liu, Y. Y., Parinussa, R. M., Dorigo, W. A., De Jeu, R. A. M., Wagner, W., van Dijk, A. I. J. M., McCabe, M. F., and Evans, J. P.: Developing an improved soil moisture dataset by blending passive and active microwave satellite-based retrievals, Hydrol. Earth Syst. Sci., 15, 425-436, doi:10.5194/hess-15-425-2011, 2011.
    • (2011) Hydrol. Earth Syst. Sci , vol.15 , pp. 425-436
    • Liu, Y.Y.1    Parinussa, R.M.2    Dorigo, W.A.3    De Jeu, R.A.M.4    Wagner, W.5    Van Dijk, A.I.J.M.6    McCabe, M.F.7    Evans, J.P.8
  • 21
    • 0035860537 scopus 로고    scopus 로고
    • Machine learning for science: State of the art and future prospects
    • DOI 10.1126/science.293.5537.2051
    • Mjolsness, E. and DeCoste, D.: Machine Learning for Science: State of the Art and Future Prospects, Science, 293, 2051-2055, doi:10.1126/science.293. 5537.2051, 2001. (Pubitemid 32848047)
    • (2001) Science , vol.293 , Issue.5537 , pp. 2051-2055
    • Mjolsness, E.1    DeCoste, D.2
  • 23
    • 80051630928 scopus 로고    scopus 로고
    • Technical note: Comparing the effectiveness of recent algorithms to fill and smooth incomplete and noisy time series
    • doi:10.5194/acp-11-7905-2011
    • Musial, J. P., Verstraete, M. M., and Gobron, N.: Technical Note: Comparing the effectiveness of recent algorithms to fill and smooth incomplete and noisy time series, Atmos. Chem. Phy., 11, 7905-7923, doi:10.5194/acp-11- 7905-2011, 2011.
    • (2011) Atmos. Chem. Phy , vol.11 , pp. 7905-7923
    • Musial, J.P.1    Verstraete, M.M.2    Gobron, N.3
  • 24
    • 0141887031 scopus 로고    scopus 로고
    • Image analysis by bidimensional empirical mode decomposition
    • doi:10.1016/S0262- 8856(03)00094-5
    • Nunes, J., Bouaoune, Y., Delechelle, E., Niang, O., and Bunel, P.: Image analysis by bidimensional empirical mode decomposition, Image Vision Comput., 21, 1019-1026, doi:10.1016/S0262- 8856(03)00094-5, 2003.
    • (2003) Image Vision Comput , vol.21 , pp. 1019-1026
    • Nunes, J.1    Bouaoune, Y.2    Delechelle, E.3    Niang, O.4    Bunel, P.5
  • 25
    • 79951498486 scopus 로고    scopus 로고
    • Climate data challenges in the 21 st century
    • doi:10.1126/science.1197869
    • Overpeck, J. T., Meehl, G. A., Bony, S., and Easterling, D. R.: Climate data challenges in the 21 st century, Science (Washington), 331, 700-702, doi:10.1126/science.1197869, 2011.
    • (2011) Science (Washington) , vol.331 , pp. 700-702
    • Overpeck, J.T.1    Meehl, G.A.2    Bony, S.3    Easterling, D.R.4
  • 28
    • 0028581380 scopus 로고
    • Improved global sea surface temperature analyses using optimum interpolation
    • doi:10.1175/1520- 0442(1994)007<0929:IGSSTA>2.0.CO;2
    • Reynolds, R. W. and Smith, T. M.: Improved Global Sea Surface Temperature Analyses Using Optimum Interpolation, J. Climate, 7, 929-948, doi:10.1175/1520- 0442(1994)007<0929:IGSSTA>2.0.CO;2, 1994.
    • (1994) J. Climate , vol.7 , pp. 929-948
    • Reynolds, R.W.1    Smith, T.M.2
  • 29
    • 0034032510 scopus 로고    scopus 로고
    • Reconstructing cloudfree NDVI composites using Fourier analysis of time series
    • Roerink, G. J., Menenti, M., and Verhoef, W.: Reconstructing cloudfree NDVI composites using Fourier analysis of time series, Int. J. Remote Sens., 21, 1911-1917, doi:10.1080/014311600209814, 2000. (Pubitemid 30325293)
    • (2000) International Journal of Remote Sensing , vol.21 , Issue.9 , pp. 1911-1917
    • Roerink, G.J.1    Menenti, M.2    Verhoef, W.3
  • 30
    • 0035284320 scopus 로고    scopus 로고
    • Analysis of incomplete climate data: Estimation of Mean Values and covariance matrices and imputation of Missing values
    • Schneider, T.: Analysis of incomplete climate data: Estimation of mean values and covariance matrices and imputation of missing values, J. Climate, 14, 853-871, doi:10.1175/1520- 0442(2001)014<0853:AOICDE>2.0.CO;2, 2001. (Pubitemid 33053219)
    • (2001) Journal of Climate , vol.14 , Issue.5 , pp. 853-871
    • Schneider, T.1
  • 31
    • 0035880503 scopus 로고    scopus 로고
    • Singular spectrum analysis for time series with missing data
    • DOI 10.1029/2000GL012698
    • Schoellhamer, D. H.: Singular Spectrum Analysis for time series with missing data, Geophys. Res. Lett., 28, 3187-3190, doi:10.1029/2000GL012698, 2001. (Pubitemid 32914206)
    • (2001) Geophysical Research Letters , vol.28 , Issue.16 , pp. 3187-3190
    • Schoellhamer, D.H.1
  • 32
    • 0030485372 scopus 로고    scopus 로고
    • Reconstruction of historical sea surface temperatures using empirical orthogonal functions
    • doi:10.1175/1520-0442 (1996) 009<1403:ROHSST>2.0.CO;2
    • Smith, T. M., Reynolds, R. W., Livezey, R. E., and Stokes, D. C.: Reconstruction of Historical Sea Surface Temperatures Using Empirical Orthogonal Functions, J. Climate, 9, 1403-1420, doi:10.1175/1520-0442(1996)009<1403: ROHSST>2.0.CO;2, 1996.
    • (1996) J. Climate , vol.9 , pp. 1403-1420
    • Smith, T.M.1    Reynolds, R.W.2    Livezey, R.E.3    Stokes, D.C.4
  • 33
    • 19044365964 scopus 로고
    • Singular spectrum analysis in nonlinear dynamics, with applications to paleoclimatic time series
    • doi:10.1016/0167- 2789(89)90077-8
    • Vautard, R. and Ghil, M.: Singular Spectrum Analysis in nonlinear dynamics, with applications to paleoclimatic time series, Physica D: Nonlinear Phenomena, 35, 395-424, doi:10.1016/0167- 2789(89)90077-8, 1989.
    • (1989) Physica D: Nonlinear Phenomena , vol.35 , pp. 395-424
    • Vautard, R.1    Ghil, M.2
  • 34
    • 84855200379 scopus 로고    scopus 로고
    • A three-dimensional gap filling method for large geophysical datasets: Application to global satellite soil moisture observations
    • doi:10.1016/j.envsoft.2011.10.015
    • Wang, G., Garcia, D., Liu, Y., de Jeu, R., and Johannes Dolman, A.: A three-dimensional gap filling method for large geophysical datasets: Application to global satellite soil moisture observations, Environ. Modell. Softw., 30, 139-142, doi:10.1016/j.envsoft.2011.10.015, 2012.
    • (2012) Environ. Modell. Softw , vol.30 , pp. 139-142
    • Wang, G.1    Garcia, D.2    Liu, Y.3    De Jeu, R.4    Johannes Dolman, A.5
  • 35
    • 80052354448 scopus 로고    scopus 로고
    • Creation of the watch forcing data and its use to assess global and regional reference crop evaporation over land during the twentieth century
    • doi:10.1175/2011JHM1369.1
    • Weedon, G. P., Gomes, S., Viterbo, P., Shuttleworth, W. J., Blyth, E., Österle, H., Adam, J. C., Bellouin, N., Boucher, O., and Best, M.: Creation of the WATCH Forcing Data and Its Use to Assess Global and Regional Reference Crop Evaporation over Land during the Twentieth Century, J. Hydrometeorol., 12, 823-848, doi:10.1175/2011JHM1369.1, 2011.
    • (2011) J. Hydrometeorol , vol.12 , pp. 823-848
    • Weedon, G.P.1    Gomes, S.2    Viterbo, P.3    Shuttleworth, W.J.4    Blyth, E.5    Österle, H.6    Adam, J.C.7    Bellouin, N.8    Boucher, O.9    Best, M.10
  • 36
    • 54949137679 scopus 로고    scopus 로고
    • The modulated annual cycle: An alternative reference frame for climate anomalies
    • doi:10.1007/s00382-008-0437-z
    • Wu, Z., Schneider, E. K., Kirtman, B. P., Sarachik, E. S., Huang, N. E., and Tucker, C. J.: The modulated annual cycle: an alternative reference frame for climate anomalies, Clim. Dynam., 31, 823-841, doi:10.1007/s00382-008-0437-z, 2010.
    • (2010) Clim. Dynam , vol.31 , pp. 823-841
    • Wu, Z.1    Schneider, E.K.2    Kirtman, B.P.3    Sarachik, E.S.4    Huang, N.E.5    Tucker, C.J.6


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