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Volumn 119, Issue 12, 2014, Pages 7116-7135

Statistical calibration and bridging of ECMWF system4 outputs for forecasting seasonal precipitation over China

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS; CLIMATE MODELS; STATISTICS; WEATHER FORECASTING;

EID: 84904743851     PISSN: 01480227     EISSN: 21562202     Source Type: Journal    
DOI: 10.1002/2013JD021162     Document Type: Article
Times cited : (40)

References (43)
  • 2
    • 84872956299 scopus 로고    scopus 로고
    • Short-term climate extremes: Prediction skill and predictability
    • Becker, E. J., H. van den Dool, and M. Peña (2013), Short-term climate extremes: Prediction skill and predictability, J. Clim., 26(2), 512–530, doi:10.1175/JCLI-D-12-00177.1.
    • (2013) J. Clim , vol.26 , Issue.2 , pp. 512-530
    • Becker, E.J.1    Van Den Dool, H.2    Peña, M.3
  • 3
    • 84894459983 scopus 로고    scopus 로고
    • The challenge of forecasting high streamflows 1-3 months in advance with lagged climate indices in southeast Australia
    • Bennett, J. C., Q. J. Wang, P. Pokhrel, and D. E. Robertson (2014), The challenge of forecasting high streamflows 1-3 months in advance with lagged climate indices in southeast Australia, Nat. Hazards Earth Syst. Sci., 14(2), 219–233, doi:10.5194/nhess-14-219-2014.
    • (2014) Nat. Hazards Earth Syst. Sci , vol.14 , Issue.2 , pp. 219-233
    • Bennett, J.C.1    Wang, Q.J.2    Pokhrel, P.3    Robertson, D.E.4
  • 4
    • 84878211403 scopus 로고    scopus 로고
    • Calibrated short-range ensemble precipitation forecasts using extended logistic regression with interaction terms
    • Bouallègue, Z. B. (2013), Calibrated short-range ensemble precipitation forecasts using extended logistic regression with interaction terms, Weather Forecasting, 28(2), 515–524, doi:10.1175/WAF-D-12-00062.1.
    • (2013) Weather Forecasting , vol.28 , Issue.2 , pp. 515-524
    • Bouallègue, Z.B.1
  • 5
    • 0035982882 scopus 로고    scopus 로고
    • Global land precipitation: A 50-yr monthly analysis based on gauge observations
    • Chen, M., P. Xie, J. E. Janowiak, and P. A. Arkin (2002), Global land precipitation: A 50-yr monthly analysis based on gauge observations, J. Hydrometeorol., 3(3), 249–266, doi:10.1175/1525-7541(2002)003<0249:GLPAYM>2.0.CO;2.
    • (2002) J. Hydrometeorol , vol.3 , Issue.3 , pp. 249-266
    • Chen, M.1    Xie, P.2    Janowiak, J.E.3    Arkin, P.A.4
  • 6
    • 33646855413 scopus 로고    scopus 로고
    • Flexible background mixture models for foreground segmentation
    • Cheng, J., J. Yang, Y. Zhou, and Y. Y. Cui (2006), Flexible background mixture models for foreground segmentation, Image Vision Comput., 24(5), 473–482, doi:10.1016/j.imavis.2006.01.018.
    • (2006) Image Vision Comput , vol.24 , Issue.5 , pp. 473-482
    • Cheng, J.1    Yang, J.2    Zhou, Y.3    Cui, Y.Y.4
  • 7
    • 80655128183 scopus 로고    scopus 로고
    • A new index for more accurate winter predictions
    • Cohen, J., and J. Jones (2011), A new index for more accurate winter predictions, Geophys. Res. Lett., 38, L21701, doi:10.1029/2011GL049626.
    • (2011) Geophys. Res. Lett , vol.38
    • Cohen, J.1    Jones, J.2
  • 8
    • 84863003008 scopus 로고    scopus 로고
    • Bias correction for global ensemble forecast
    • Cui, B., Z. Toth, Y. J. Zhu, and D. C. Hou (2012), Bias correction for global ensemble forecast, Weather Forecasting, 27(2), 396–410, doi:10.1175/WAF-D-11-00011.1.
    • (2012) Weather Forecasting , vol.27 , Issue.2 , pp. 396-410
    • Cui, B.1    Toth, Z.2    Zhu, Y.J.3    Hou, D.C.4
  • 9
    • 84887060034 scopus 로고    scopus 로고
    • Improving uncertainty estimation in urban hydrological modeling by statistically describing bias
    • Del Giudice, D., M. Honti, A. Scheidegger, C. Albert, P. Reichert, and J. Rieckermann (2013), Improving uncertainty estimation in urban hydrological modeling by statistically describing bias, Hydrol. Earth Syst. Sci., 17(10), 4209–4225, doi:10.5194/hess-17-4209-2013.
    • (2013) Hydrol. Earth Syst. Sci , vol.17 , Issue.10 , pp. 4209-4225
    • Del Giudice, D.1    Honti, M.2    Scheidegger, A.3    Albert, C.4    Reichert, P.5    Rieckermann, J.6
  • 10
    • 20444484849 scopus 로고    scopus 로고
    • Calibrated probabilistic forecasting using ensemble model output statistics and minimum CRPS estimation
    • Gneiting, T., A. E. Raftery, A. H. Westveld, and T. Goldman (2005), Calibrated probabilistic forecasting using ensemble model output statistics and minimum CRPS estimation, Mon. Weather Rev., 133(5), 1098–1118, doi:10.1175/MWR2904.1.
    • (2005) Mon. Weather Rev , vol.133 , Issue.5 , pp. 1098-1118
    • Gneiting, T.1    Raftery, A.E.2    Westveld, A.H.3    Goldman, T.4
  • 11
    • 79953197959 scopus 로고    scopus 로고
    • Objective Bias Correction for Improved Skill in Forecasting Diurnal Cycles of Temperature over Multiple Locations: The Summer Case
    • Goswami, P., and S. Mallick (2011), Objective Bias Correction for Improved Skill in Forecasting Diurnal Cycles of Temperature over Multiple Locations: The Summer Case, Weather Forecasting, 26(1), 26–43, doi:10.1175/2010WAF2222407.1.
    • (2011) Weather Forecasting , vol.26 , Issue.1 , pp. 26-43
    • Goswami, P.1    Mallick, S.2
  • 12
    • 52149093177 scopus 로고    scopus 로고
    • Probabilistic forecast calibration using ECMWF and GFS ensemble reforecasts. Part II: Precipitation
    • Hamill, T. M., R. Hagedorn, and J. S. Whitaker (2007), Probabilistic forecast calibration using ECMWF and GFS ensemble reforecasts. Part II: Precipitation, Mon. Weather Rev., 136(7), 2620–2632, doi:10.1175/2007MWR2411.1.
    • (2007) Mon. Weather Rev , vol.136 , Issue.7 , pp. 2620-2632
    • Hamill, T.M.1    Hagedorn, R.2    Whitaker, J.S.3
  • 13
    • 84883534081 scopus 로고    scopus 로고
    • Effective use of general circulation model outputs for forecasting monthly rainfalls to long lead times
    • Hawthorne, S., Q. J. Wang, A. Schepen, and D. E. Roberson (2013), Effective use of general circulation model outputs for forecasting monthly rainfalls to long lead times, Water Resour. Res., 49, 5427–5436, doi:10.1002/wrcr.20453.
    • (2013) Water Resour. Res , vol.49 , pp. 5427-5436
    • Hawthorne, S.1    Wang, Q.J.2    Schepen, A.3    Roberson, D.E.4
  • 14
    • 0001259111 scopus 로고    scopus 로고
    • Bayesian model averaging: A tutorial
    • Hoeting, J. A., D. Madigan, A. E. Raftery, and C. T. Volinsky (1999), Bayesian model averaging: A tutorial, Stat. Sci., 14(4), 382–401, doi:10.2307/2676803.
    • (1999) Stat. Sci , vol.14 , Issue.4 , pp. 382-401
    • Hoeting, J.A.1    Madigan, D.2    Raftery, A.E.3    Volinsky, C.T.4
  • 15
    • 0000100596 scopus 로고
    • The attributes diagram: A geometrical framework for assessing the quality of probability forecasts
    • Hsu, W., and A. H. Murphy (1986), The attributes diagram: A geometrical framework for assessing the quality of probability forecasts, Int. J. Forecast., 2(3), 285–293, doi:10.1016/0169-2070(86)90048-8.
    • (1986) Int. J. Forecast , vol.2 , Issue.3 , pp. 285-293
    • Hsu, W.1    Murphy, A.H.2
  • 16
    • 84878966557 scopus 로고    scopus 로고
    • Seasonal-to-interannual prediction of the Asian summer monsoon in the NCEP climate forecast system version 2
    • Jiang, X., S. Yang, Y. Li, A. Kumar, X. Liu, Z. Zuo, and B. Jha (2013), Seasonal-to-interannual prediction of the Asian summer monsoon in the NCEP climate forecast system version 2, J. Clim., 26(11), 3708–3727, doi:10.1175/JCLI-D-12-00437.1.
    • (2013) J. Clim , vol.26 , Issue.11 , pp. 3708-3727
    • Jiang, X.1    Yang, S.2    Li, Y.3    Kumar, A.4    Liu, X.5    Zuo, Z.6    Jha, B.7
  • 17
    • 52549124403 scopus 로고    scopus 로고
    • Current status of ENSO prediction skill in coupled ocean-atmosphere models
    • Jin, E. K., et al. (2008), Current status of ENSO prediction skill in coupled ocean-atmosphere models, Clim. Dyn., 31(6), 647–664, doi:10.1007/s00382-008-0397-3.
    • (2008) Clim. Dyn , vol.31 , Issue.6 , pp. 647-664
    • Jin, E.K.1
  • 18
    • 79960685255 scopus 로고    scopus 로고
    • An assessment of GCM skill in simulating persistence across multiple time scales
    • Johnson, F., S. Westra, A. Sharma, and A. J. Pitman (2011), An assessment of GCM skill in simulating persistence across multiple time scales, J. Clim., 24(14), 3609–3623, doi:10.1175/2011jcli3732.1.
    • (2011) J. Clim , vol.24 , Issue.14 , pp. 3609-3623
    • Johnson, F.1    Westra, S.2    Sharma, A.3    Pitman, A.J.4
  • 19
    • 84869509759 scopus 로고    scopus 로고
    • Asian summer monsoon prediction in ECMWF System 4 and NCEP CFSv2 retrospective seasonal forecasts
    • Kim, H. M., P. J. Webster, J. A. Curry, and V. E. Toma (2012), Asian summer monsoon prediction in ECMWF System 4 and NCEP CFSv2 retrospective seasonal forecasts, Clim. Dyn., 39(12), 2975–2991, doi:10.1007/s00382-012-1470-5.
    • (2012) Clim. Dyn , vol.39 , Issue.12 , pp. 2975-2991
    • Kim, H.M.1    Webster, P.J.2    Curry, J.A.3    Toma, V.E.4
  • 20
    • 33646000816 scopus 로고    scopus 로고
    • Quantification of linkages between large-scale climatic patterns and precipitation in the Colorado River Basin
    • Kim, T. W., J. B. Valdes, B. Nijssen, and D. Roncayolo (2006), Quantification of linkages between large-scale climatic patterns and precipitation in the Colorado River Basin, J. Hydrol., 321(1-4), 173–186, doi:10.1016/j.jhydrol.2005.07.043.
    • (2006) J. Hydrol , vol.321 , Issue.1-4 , pp. 173-186
    • Kim, T.W.1    Valdes, J.B.2    Nijssen, B.3    Roncayolo, D.4
  • 21
    • 84870032190 scopus 로고    scopus 로고
    • Limitations of seasonal predictability for summer climate over East Asia and the Northwestern Pacific
    • Kosaka, Y., J. S. Chowdary, S.-P. Xie, Y.-M. Min, and J.-Y. Lee (2012), Limitations of seasonal predictability for summer climate over East Asia and the Northwestern Pacific, J. Clim., 25(21), 7574–7589, doi:10.1175/JCLI-D-12-00009.1.
    • (2012) J. Clim , vol.25 , Issue.21 , pp. 7574-7589
    • Kosaka, Y.1    Chowdary, J.S.2    Xie, S.-P.3    Min, Y.-M.4    Lee, J.-Y.5
  • 22
    • 77955637972 scopus 로고    scopus 로고
    • Improving extraseasonal summer rainfall prediction by merging information from GCMs and observations
    • Lang, X. M., and H. J. Wang (2010), Improving extraseasonal summer rainfall prediction by merging information from GCMs and observations, Weather Forecasting, 25(4), 1263–1274, doi:10.1175/2010WAF2222342.1.
    • (2010) Weather Forecasting , vol.25 , Issue.4 , pp. 1263-1274
    • Lang, X.M.1    Wang, H.J.2
  • 23
    • 0035385359 scopus 로고    scopus 로고
    • Principal modes of rainfall-SST variability of the Asian summer monsoon: A reassessment of the monsoon-ENSO relationship
    • Lau, K. M., and H. T. Wu (2001), Principal modes of rainfall-SST variability of the Asian summer monsoon: A reassessment of the monsoon-ENSO relationship, J. Clim., 14(13), 2480–2895, doi:10.1175/1520-0442(2001)014<2880:PMORSV>2.0.CO;2.
    • (2001) J. Clim , vol.14 , Issue.13 , pp. 2480-2895
    • Lau, K.M.1    Wu, H.T.2
  • 24
    • 79955041181 scopus 로고    scopus 로고
    • Dynamical, statistical–dynamical and multimodel ensemble forecasts of Australian spring season rainfall
    • Lim, E. P., H. H. Hendon, D. L. T. Anderson, A. Charles, and O. Alves (2011), Dynamical, statistical–dynamical and multimodel ensemble forecasts of Australian spring season rainfall, Mon. Weather Rev., 139(3), 958–975, doi:10.1175/2010MWR3399.1.
    • (2011) Mon. Weather Rev , vol.139 , Issue.3 , pp. 958-975
    • Lim, E.P.1    Hendon, H.H.2    Anderson, D.L.T.3    Charles, A.4    Alves, O.5
  • 26
    • 84884884828 scopus 로고    scopus 로고
    • A Bayesian joint probability post processor for reducing errors and quantifying uncertainty in monthly streamflow predictions
    • Pokhrel, P., D. E. Robertson, and Q. J. Wang (2013), A Bayesian joint probability post processor for reducing errors and quantifying uncertainty in monthly streamflow predictions, Hydrol. Earth Syst. Sci., 17(2), 795–804, doi:10.5194/hess-17-795-2013.
    • (2013) Hydrol. Earth Syst. Sci , vol.17 , Issue.2 , pp. 795-804
    • Pokhrel, P.1    Robertson, D.E.2    Wang, Q.J.3
  • 27
    • 20444497873 scopus 로고    scopus 로고
    • Using Bayesian Model Averaging to Calibrate Forecast Ensembles
    • Raftery, A. E., T. Gnetting, F. Balabraoui, and M. Polakowski (2005), Using Bayesian Model Averaging to Calibrate Forecast Ensembles, Mon. Weather Rev., 133(5), 1155–1174, doi:10.1175/MWR2906.1.
    • (2005) Mon. Weather Rev , vol.133 , Issue.5 , pp. 1155-1174
    • Raftery, A.E.1    Gnetting, T.2    Balabraoui, F.3    Polakowski, M.4
  • 28
    • 84857969929 scopus 로고    scopus 로고
    • Postprocessing of ensemble precipitation predictions with extended logistic regression based on hindcasts
    • Roulin, E., and S. Vannitsem (2012), Postprocessing of ensemble precipitation predictions with extended logistic regression based on hindcasts, Mon. Weather Rev., 140(3), 874–888, doi:10.1175/MWR-D-11-00062.1.
    • (2012) Mon. Weather Rev , vol.140 , Issue.3 , pp. 874-888
    • Roulin, E.1    Vannitsem, S.2
  • 29
    • 0033598345 scopus 로고    scopus 로고
    • A dipole mode in the tropical Indian Ocean
    • Saji, N. H., B. N. Goswami, P. N. Vinayachandran, and T. Yamagata (1999), A dipole mode in the tropical Indian Ocean, Nature, 401(6751), 360–363, doi:10.1038/43854.
    • (1999) Nature , vol.401 , Issue.6751 , pp. 360-363
    • Saji, N.H.1    Goswami, B.N.2    Vinayachandran, P.N.3    Yamagata, T.4
  • 30
    • 84868021592 scopus 로고    scopus 로고
    • Combining the strengths of statistical and dynamical modeling approaches for forecasting Australian seasonal rainfall
    • Schepen, A., Q. J. Wang, and D. E. Robertson (2012), Combining the strengths of statistical and dynamical modeling approaches for forecasting Australian seasonal rainfall, J. Geophys. Res., 117, D20107, doi:10.1029/2012JD018011.
    • (2012) J. Geophys. Res , vol.117
    • Schepen, A.1    Wang, Q.J.2    Robertson, D.E.3
  • 31
    • 45349109008 scopus 로고    scopus 로고
    • Improvements to NOAA’s historical merged land-ocean surface temperature analysis (1880-2006)
    • Smith, T. M., R. W. Reynolds, T. C. Peterson, and J. Lawrimore (2008), Improvements to NOAA’s historical merged land-ocean surface temperature analysis (1880-2006), J. Clim., 21(10), 2283–2296, doi:10.1175/2007JCLI2100.1.
    • (2008) J. Clim , vol.21 , Issue.10 , pp. 2283-2296
    • Smith, T.M.1    Reynolds, R.W.2    Peterson, T.C.3    Lawrimore, J.4
  • 32
    • 84863125048 scopus 로고    scopus 로고
    • Assessment of the long-lead probabilistic prediction for the Asian summer monsoon precipitation (1983-2011) based on the APCC multimodel system and a statistical model
    • Sohn, S.-J., Y.-M. Min, J.-Y. Lee, C.-Y. Tam, I.-S. Kang, B. Wang, J.-B. Ahn, and T. Yamagata (2012), Assessment of the long-lead probabilistic prediction for the Asian summer monsoon precipitation (1983-2011) based on the APCC multimodel system and a statistical model, J. Geophys. Res., 117, D04102, doi:10.1029/2011JD016308.
    • (2012) J. Geophys. Res , vol.117
    • Sohn, S.-J.1    Min, Y.-M.2    Lee, J.-Y.3    Tam, C.-Y.4    Kang, I.-S.5    Wang, B.6    Ahn, J.-B.7    Yamagata, T.8
  • 33
    • 0141857717 scopus 로고    scopus 로고
    • Atmosphere–warm ocean interaction and its impacts on Asian–Australian monsoon variation
    • Wang, B., R. G. Wu, and T. Li (2003), Atmosphere–warm ocean interaction and its impacts on Asian–Australian monsoon variation, J. Clim., 16(8), 1195–1211, doi:10.1175/1520-0442(2003)16<1195:AOIAII>2.0.CO;2.
    • (2003) J. Clim , vol.16 , Issue.8 , pp. 1195-1211
    • Wang, B.1    Wu, R.G.2    Li, T.3
  • 34
    • 79952232516 scopus 로고    scopus 로고
    • Multisite probabilistic forecasting of seasonal flows for streams with zero value occurrences
    • Wang, Q. J., and D. E. Robertson (2011), Multisite probabilistic forecasting of seasonal flows for streams with zero value occurrences, Water Resour. Res., 47, W02546, doi:10.1029/2010WR009333.
    • (2011) Water Resour. Res , vol.47
    • Wang, Q.J.1    Robertson, D.E.2
  • 35
    • 67650292897 scopus 로고    scopus 로고
    • A Bayesian joint probability modeling approach for seasonal forecasting of streamflows at multiple sites
    • Wang, Q. J., D. E. Robertson, and F. H. S. Chiew (2009), A Bayesian joint probability modeling approach for seasonal forecasting of streamflows at multiple sites, Water Resour. Res., 45, W05407, doi:10.1029/2008WR007355.
    • (2009) Water Resour. Res , vol.45
    • Wang, Q.J.1    Robertson, D.E.2    Chiew, F.H.S.3
  • 36
    • 84865792477 scopus 로고    scopus 로고
    • Merging seasonal rainfall forecasts from multiple statistical models through Bayesian Model Averaging
    • Wang, Q. J., A. Schepen, and D. E. Robertson (2012a), Merging seasonal rainfall forecasts from multiple statistical models through Bayesian Model Averaging, J. Clim., 25(16), 5524–5537, doi:10.1175/Jcli-d-11-00386.1.
    • (2012) J. Clim , vol.25 , Issue.16 , pp. 5524-5537
    • Wang, Q.J.1    Schepen, A.2    Robertson, D.E.3
  • 37
    • 84861141384 scopus 로고    scopus 로고
    • A log-sinh transformation for data normalization and variance stabilization, Water Resour
    • Wang, Q. J., D. L. Shrestha, D. E. Robertson, and P. Pokhrel (2012b), A log-sinh transformation for data normalization and variance stabilization, Water Resour. Res., 48, W05514, doi:10.1029/2011WR010973.
    • (2012) Res , vol.48
    • Wang, Q.J.1    Shrestha, D.L.2    Robertson, D.E.3    Pokhrel, P.4
  • 38
    • 67649438091 scopus 로고    scopus 로고
    • Seasonal ensemble forecasts: Are recalibrated single models better than multimodels?
    • Weigel, A. P., M. A. Liniger, and C. Appenzeller (2009), Seasonal ensemble forecasts: Are recalibrated single models better than multimodels?, Mon. Weather Rev., 137(4), 1460–1479, doi:10.1175/2008MWR2773.1.
    • (2009) Mon. Weather Rev , vol.137 , Issue.4 , pp. 1460-1479
    • Weigel, A.P.1    Liniger, M.A.2    Appenzeller, C.3
  • 39
    • 0003632941 scopus 로고    scopus 로고
    • (2011), Statistical Methods in the Atmospheric Sciences
    • Elsevier, Amsterdam
    • Wilks, D. S. (2011), Statistical Methods in the Atmospheric Sciences, Int. Geophys. Ser., vol. 100, 3rd ed., 172 pp., Elsevier, Amsterdam.
    • Int. Geophys. Ser , vol.100 , pp. 172
    • Wilks, D.S.1
  • 40
    • 34248352225 scopus 로고    scopus 로고
    • Calibrated surface temperature forecasts from the Canadian ensemble prediction system using Bayesian Model Averaging
    • Wilson, L. J., S. Beauregard, A. E. Raftery, and R. Verret (2007), Calibrated surface temperature forecasts from the Canadian ensemble prediction system using Bayesian Model Averaging, Mon. Weather Rev., 135(4), 1364–1385, doi:10.1175/MWR3347.1.
    • (2007) Mon. Weather Rev , vol.135 , Issue.4 , pp. 1364-1385
    • Wilson, L.J.1    Beauregard, S.2    Raftery, A.E.3    Verret, R.4
  • 41
    • 84880696482 scopus 로고    scopus 로고
    • A Linear Markov Model for East Asian monsoon seasonal forecast
    • Wu, Q., Y. Yan, and D. Chen (2013), A Linear Markov Model for East Asian monsoon seasonal forecast, J. Clim., 26(14), 5183–5195, doi:10.1175/JCLI-D-12-00408.1.
    • (2013) J. Clim , vol.26 , Issue.14 , pp. 5183-5195
    • Wu, Q.1    Yan, Y.2    Chen, D.3
  • 42
    • 0010741473 scopus 로고    scopus 로고
    • A new family of power transformations to improve normality or symmetry
    • Yeo, I. K., and R. A. Johnson (2000), A new family of power transformations to improve normality or symmetry, Biometrika, 87(4), 954–959, doi:10.1093/biomet/87.4.954.
    • (2000) Biometrika , vol.87 , Issue.4 , pp. 954-959
    • Yeo, I.K.1    Johnson, R.A.2
  • 43
    • 78651265848 scopus 로고    scopus 로고
    • Seasonal prediction of winter extreme precipitation over Canada by support vector regression
    • Zeng, Z., W. W. Hsieh, A. Shabbar, and W. R. Burrows (2011), Seasonal prediction of winter extreme precipitation over Canada by support vector regression, Hydrol. Earth Syst. Sci., 15(1), 65–74, doi:10.5194/hess-15-65-2011.
    • (2011) Hydrol. Earth Syst. Sci , vol.15 , Issue.1 , pp. 65-74
    • Zeng, Z.1    Hsieh, W.W.2    Shabbar, A.3    Burrows, W.R.4


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