Inferring change points and nonlinear trends in multivariate time series: Application to West African monsoon onset timings estimation

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Gazeaux , Julien; Flaounas , Emmanouil; Naveau , Philippe; Hannart , Alexis;
  • Publisher: American Geophysical Union
  • Journal: JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,volume 116,issue D5 (issn: 2169-897X)
  • Related identifiers: doi: 10.1029/2010JD014723
  • Subject: [SDU.STU.CL]Sciences of the Universe [physics]/Earth Sciences/Climatology | Rainfall | Climate data | Regression | [SDE.MCG]Environmental Sciences/Global Changes | [ SDU.STU.CL ] Sciences of the Universe [physics]/Earth Sciences/Climatology | variability | [ SDE.MCG ] Environmental Sciences/Global Changes

International audience; Time series in statistical climatology are classically represented by additive models. For example, a seasonal part and a linear trend are often included as components of the sum. Less frequently, hidden elements (e.g., to represent the impact of... View more
  • References (26)
    26 references, page 1 of 3

    Basseville, M., and I. V. Nikiforov (1993), Detection of Abrupt Changes: Theory and Application, Prentice‐Hall, Englewood Cliffs, N. J., ISBN:0‐ 13‐126780‐9.

    Beaulieu, C., T. B. M. J. Ouarda, and O. Seidou (2007), Synthese des techniques d'homogeneisation des series climatiques, Hydrol. Sci. J., 52, 18-37, doi: 10.1623/hysj.52.1.18.

    Caussinus, H., and O. Mestre (2004), Detection and correction of artificial shifts in climate series, J. R. Stat. Soc., 53, 405-425, doi: 10.1111/j.1467- 9876.2004.05155.x.

    Chib, S. (1998), Estimation and comparison of multiple change‐point models, J. Econometr., 86, 221-241, doi: 10.1016/S0304-4076(97)00115-2.

    Davis, R. A., T. C. Lee, and G. A. Rodriguez‐Yam (2006), Structural break estimation for non‐stationary time series signals, J. Am. Stat. Assoc., 101, 229-239.

    Evensen, G. (2006), Data Assimilation: The Ensemble Kalman Filter, Springer, New York, ISBN 354038300X.

    Fontaine, B., and S. Louvet (2006), Sudan‐Sahel rainfall onset: Definition of an objective index, types of years, and experimental hindcasts, J. Geophys. Res., 111, D20103, doi:10.1029/2005JD007019.

    Fontaine, B., S. Louvet, and P. Roucou (2008), Definition and predictability of an OLR‐based West African monsoon onset, Int. J. Climatol., 28, 1787-1798.

    Guo, W., Y. Wang, and M. B. Brown (1998), A signal extraction approach to modeling hormone time series with pulses and a changing baseline, J. Am. Stat. Assoc., 94, 746-756.

    Hannart, A., and P. Naveau (2009), Bayesian multiple change points and segmentation: Application to homogenization of climatic series, Water Resour. Res., 45, W10444, doi: 10.1029/2008WR007689.

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