Has the Prediction of the South China Sea Summer Monsoon Improved Since the Late 1970s?

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  • Corresponding author: FAN Ke
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Supported by the National Natural Science Foundation of China (41421004, 41325018, and 41575079) and State Administration for Foreign Expert Affairs of the Chinses Academy of Sciences (CAS/SAFEA).

DOI: 10.1007/s13351-016-6052-8

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    Abstract

  • Abstract

    Based on the evaluation of state-of-the-art coupled ocean-atmosphere general circulation models (CGCMs) from the ENSEMBLES (Ensemble-based Predictions of Climate Changes and Their Impacts) and DEME-TER (Development of a European Multimodel Ensemble System for Seasonal to Interannual Prediction) projects, it is found that the prediction of the South China Sea summer monsoon (SCSSM) has improved since the late 1970s. These CGCMs show better skills in prediction of the atmospheric circulation and precipitation within the SCSSM domain during 1979-2005 than that during 1960-1978. Possible reasons for this improvement are investigated. First, the relationship between the SSTs over the tropical Pacific, North Pacific and tropical Indian Ocean, and SCSSM has intensified since the late 1970s. Meanwhile, the SCSSM-related SSTs, with their larger amplitude of interannual variability, have been better predicted. Moreover, the larger amplitude of the interannual variability of the SCSSM and improved initializations for CGCMs after the late 1970s contribute to the better prediction of the SCSSM. In addition, considering that the CGCMs have certain limitations in SCSSM rainfall prediction, we applied the year-to-year increment approach to these CGCMs from the DEMETER and ENSEMBLES projects to improve the prediction of SCSSM rainfall before and after the late 1970s.
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  • Alessandri, A., A. Borrelli, A. Navarra, et al., 2011:Evaluation of probabilistic quality and value of the ENSEMBLES multimodel seasonal forecasts:Comparison with DEMETER. Mon. Wea. Rev., 139, 581-607, doi: 10.1175/2010MWR3417.1.
    Annamalai, H., K. Hamilton, and K. R. Sperber, 2007:The South Asian summer monsoon and its relation-ship with ENSO in the IPCC AR4 simulations. J. Climate, 20, 1071-1092, doi: 10.1175/JCLI4035.1.
    Chan, J. C. L., and W. Zhou, 2005:PDO, ENSO and the early summer monsoon rainfall over South China.Geophys. Res. Lett., 32, L08810, doi: 10.1029/2004GL022015.
    Chang, C. P., Y. S. Zhang, and T. Li, 2000:Inter-annual and interdecadal variations of the East Asian summer monsoon and tropical Pacific SSTs. Part I:Roles of the subtropical ridge. J. Climate, 13, 4310-4325, doi: 10.1175/1520-0442(2000)0134310:iaivot2.0.co;2.
    Chen, S. F., W. Chen, and R. G. Wu, 2015:An inter-decadal change in the relationship between boreal spring arctic oscillation and the East Asian summer monsoon around the early 1970s. J. Climate, 28, 1527-1542, doi: 10.1175/JCLI-D-14-00409.1.
    Chowdary, J. S., S. P. Xie, J. Y. Lee, et al., 2010:Predictability of summer northwest Pacific climate in 11 coupled model hindcasts:Local and remote forcing. J. Geophys. Res., 115, D22121, doi: 10.1029/2010JD014595.
    Dai Nianjun, Xie An, and Zhang Yong, 2000:Interannual and interdecadal variations of summer monsoon ac-tivities over South China Sea. Climatic Environ. Res., 5, 363-374.(in Chinese)
    Dee, D. P., S. M. Uppala, A. J. Simmons, et al., 2011:The ERA-Interim reanalysis:Configuration and performance of the data assimilation system. Quart. J. Roy. Meteor. Soc., 137, 553-597, doi: 10.1002/qj.828.
    Ding, Y. H., 1992:Summer monsoon rainfall in China.J. Meteor. Soc. Japan., 70, 373-396.
    Ding Yihui, Li Chongyin, and Liu Yanju, 2004:Overview of the South China Sea Monsoon Ex-periment. Adv. Atmos. Sci., 21, 343-360, doi: 10.1007/BF02915563.
    Ding, R. Q., K. J. Ha, and J. P. Li, 2010:Interdecadal shift in the relationship between the East Asian summer monsoon and the tropical Indian Ocean. Climate Dyn., 34, 1059-1071, doi: 10.1007/s00382-009-0555-2.
    Fan, K., and H. J. Wang, 2009:A new approach to forecasting typhoon frequency over the western North Pacific. Wea. Forecasting, 24, 974-986, doi: 10.1175/2009WAF2222194.1.
    Fan Ke, Wang Huijun, and Y. J. Choi, 2008:A physically-based statistical forecast model for the middle-lower reaches of the Yangtze River valley summer rainfall. Chin. Sci. Bull., 53, 602-609, doi: 10.1007/s11434-008-0083-1.
    Fan, K., Y. Liu, and H. P. Chen, 2012:Improving the prediction of the East Asian summer monsoon:New approaches. Wea. Forecasting, 27, 1017-1030. doi: 10.1175/WAF-D-11-00092.1.
    Gao Hui, He Jinhai, and Zhang Fanghua, 2002:Re-lationship between North Pacific sub-surface sea temperatures and onset dates of South China Sea summer monsoon. J. Naijing. Inst. Meteor., 25, 351-357.(in Chinese)
    Gao Hui and Xue Feng, 2006:Seasonal variation of the cross-equatorial flows and their influences on the on-set of South China Sea summer monsoon. Climatic Environ. Res., 11, 57-68.(in Chinese)
    He, J. H., H. M. Xu, L. J. Wang, et al., 2003:Climatic features of SCS summer monsoon onset and its pos-sible mechanism. Acta Meteor. Sinica, 17, 19-34.
    Hirahara, S., M. Ishii, and Y. Fukuda, 2014:Centennial-scale sea surface temperature analysis and its uncer-tainty. J. Climate, 27, 57-75, doi: 10.1175/JCLI-D-12-00837.1.
    Huang, G., K. M. Hu, and S. P. Xie, 2010:Strengthen-ing of tropical Indian Ocean teleconnection to the northwest Pacific since the mid-1970s:An atmo-spheric GCM study. J. Climate, 23, 5294-5304. doi: 10.1175/2010JCLI3577.1.
    Huang, Y. Y., H. J. Wang, and K. Fan, 2014:Improving the prediction of the summer Asian-Pacific oscil-lation using the interannual increment approach. J. Climate, 27, 8126-8134. doi: 10.1175/jcli-d-14-00209.1.
    Ingleby, B., and M. Huddleston, 2007:Quality control of ocean temperature and salinity profiles-Historical and real-time data. J. Mar. Syst., 65, 158-175, doi: 10.1016/j.jmarsys.2005.11.019.
    Jiang, X. W., S. Yang, J. P. Li, et al., 2013:Variability of the Indian Ocean SST and its possible impact on summer western North Pacific anticyclone in the NCEP Climate Forecast System. Climate Dyn., 41, 2199-2212, doi: 10.1007/s00382-013-1934-2.
    Kalnay, E., M. Kanamitsu, R. Kistler, et al., 1996:The NCEP/NCAR 40-year reanalysis project. Bull. Amer. Meteor. Soc., 77, 437-472, doi:10.1175/1520-0477(1996)0770437:TNYRP2.0. CO;2.
    Kim, H. M., P. J. Webster, J. A. Curry, et al., 2012:Asian summer monsoon prediction in ECMWF System 4 and NCEP CFSv2 retrospective seasonal forecasts. Climate Dyn., 39, 2975-2991, doi: 10.1007/s00382-012-1470-5.
    Lang, X. M., and H. J. Wang, 2010:Improv-ing extraseasonal summer rainfall prediction by merging information from GCMs and observa-tions. Wea. Forecasting, 25, 1263-1274, doi: 10.1175/2010WAF2222342.1.
    Lau, K. M., Y. H. Ding, J. T. Wang, et al., 2000:A report of the field operations and early results of the South China Sea monsoon experiment (SCSMEX). Bull. Amer. Meteor. Soc., 81, 1261-1270, doi: 10.1175/1520-0477(2000)0811261:arotfo2.3.co;2.
    Lee, S. S., J. Y. Lee, K. J. Ha, et al., 2011:Deficiencies and possibilities for long-lead coupled climate prediction of the western North Pacific-East Asian summer monsoon. Climate Dyn., 36, 1173-1188, doi: 10.1007/s00382-010-0832-0.
    Li Chongyin and Zhang Liping, 1999:Summer monsoon activities in the South China Sea and its impacts. Chinese J. Atmos. Sci., 23, 257-266.(in Chinese)
    Li Chongyin and Qu Xin, 2000:Large scale atmospheric circulation evolutions associated with summer mon-soon onset in the South China Sea. Chinese J. Atmos. Sci., 24, 1-14.(in Chinese)
    Li Chongyin and Pan Jing, 2007:The interannual vari-ation of the South China Sea summer monsoon trough and its impact. Chinese J. Atmos. Sci., 31, 1049-1058.(in Chinese)
    Li Chongyin, Long Zhenxia, and Zhang Qingyun, 2001:Strong/weak summer monsoon activity over the South China Sea and atmospheric intraseasonal os-cillation. Adv. Atmos. Sci., 18, 1146-1160.
    Li Xia, Liang Jianyin, and Zheng Bin, 2007:Interdecadal variabilities of SCS summer monsoon intensity. J. Appl. Meteor. Sci., 18, 330-339.(in Chinese)
    Li, C. F., R. Y. Lu, and B. W. Dong, 2012:Predictability of the western North Pacific summer climate demon-strated by the coupled models of ENSEMBLES. Climate Dyn., 39, 329-346, doi: 10.1007/s00382-011-1274-z.
    Liang Jianyin, Wu Shangsen, and You Jiping, 1999:The research on variations of onset time of the SCS sum-mer monsoon and its intensity. J. Trop. Meteor., 15, 97-105.(in Chinese)
    Liang, J. Y., S. Yang, C. H. Li, et al., 2007:Long-term changes in the South China Sea summer monsoon revealed by station observations of the Xisha Islands. J. Geophys. Res., 112, D10104, doi: 10.1029/2006JD007922.
    Liu, Y., and K. Fan, 2014:An application of hybrid downscaling model to forecast summer precipitation at stations in China. Atmos. Res., 143, 17-30, doi: 10.1016/j.atmosres.2014.01.024.
    Mao, J. Y., J. C. L. Chan, and G. X. Wu, 2011:Inter-annual variations of early summer monsoon rain-fall over South China under different PDO back-grounds. Int. J. Climatol., 31, 847-862, doi: 10.1002/joc.2129.
    Palmer, T. N., F. J. Doblas-Reyes, R. Hagedorn, et al., 2004:Development of a European multimodel en-semble system for seasonal-to-interannual prediction (DEMETER). Bull. Amer. Meteor. Soc., 85, 853-872, doi: 10.1175/BAMS-85-6-853.
    Park, Y. Y., R. Buizza, and M. Leutbecher, 2008:TIGGE:preliminary results on comparing and com-bining ensembles. Quart. J. Roy. Meteor. Soc., 134, 2029-2050, doi: 10.1002/qj.334.
    Rajeevan, M., C. K. Unnikrishnan, and B. Preethi, 2012:Evaluation of the ENSEMBLES multi-model seasonal forecasts of Indian summer mon-soon variability. Climate Dyn., 38, 2257-2274, doi: 10.1007/s00382-011-1061-x.
    Sun, J. Q., and H. P. Chen, 2012:A statistical down-scaling scheme to improve global precipitation fore-casting. Meteor. Atmos. Phys., 117, 87-102, doi: 10.1007/s00703-012-0195-7.
    Sun, B., and H. J. Wang, 2013:Larger variability, better predictability? Int. J. Climatol., 33, 2341-2351, doi: 10.1002/joc.3582.
    Turner, A. G., P. M. Inness, and J. M. Slingo, 2005:The role of the basic state in the ENSO-monsoon relationship and implications for predictability. Quart. J. Roy. Meteor. Soc., 131, 781-804, doi: 10.1256/qj.04.70.
    van der Linden, P., and J. F. P. Mitchell, 2009:ENSEM-BLES:Climate Change and Its Impacts:Summary of Research and Results from the ENSEMBLES Project. Met Office Hadley Centre, United King-dom, 160 pp.
    Wang, B., R. G. Wu, and X. H. Fu, 2000:Pacific-East Asian teleconnection:How does ENSO affect East Asian climate? J. Climate, 13, 1517-1536, doi:10.1175/1520-0442(2000)0131517:PEATHD2.0. CO;2.
    Wang, B., R. G. Wu, and K. M. Lau, 2001:Interannual variability of the Asian summer monsoon:Contrasts between the Indian and the western North Pacific-East Asian monsoons. J. Climate, 14, 4073-4090, doi:10.1175/1520-0442(2001)0144073:IVOTAS 2.0.CO;2.
    Wang, B., R. G. Wu, and T. Li, 2003:Atmosphere-warm ocean interaction and its impacts on Asian-Australian monsoon variation.J. Climate, 16, 1195-1211, doi: 10.1175/1520-0442(2003)161195:AOIAⅡ2.0.CO;2.
    Wang, B., J. Y. Lee, I. S. Kang, et al., 2008a:How accurately do coupled climate models predict the leading modes of Asian-Australian monsoon inter-annual variability? Climate Dyn., 30, 605-619, doi: 10.1007/s00382-007-0310-5.
    Wang, B., J. Yang, T. J. Zhou, et al., 2008b:Interdecadal changes in the major modes of Asian-Australian monsoon variability:Strengthening relationship with ENSO since the late 1970s. J. Climate, 21, 1771-1789, doi: 10.1175/2007JCLI1981.1.
    Wang, L., W. Chen, and R. H. Huang, 2008c:Inter-decadal modulation of PDO on the impact of ENSO on the East Asian winter monsoon. Geophys. Res. Lett., 35, L20702, doi: 10.1029/2008GL035287.
    Wang, B., F. Huang, Z. W. Wu, et al., 2009a:Multi-scale climate variability of the South China Sea monsoon:A review. Dyn. Atmos. Oceans, 47, 15-37, doi: 10.1016/j.dynatmoce.2008.09.004.
    Wang, B., J. Y. Lee, I. S. Kang, et al., 2009b:Advance and prospectus of seasonal prediction:Assessment of the APCC/CliPAS 14-model ensemble retrospec-tive seasonal prediction (1980-2004). Climate Dyn., 33, 93-117, doi: 10.1007/s00382-008-0460-0.
    Weisheimer, A., F. J. Doblas-Reyes, T. N. Palmer, et al., 2009:ENSEMBLES:A new multi-model en-semble for seasonal-to-annual predictions-Skill and progress beyond DEMETER in forecasting tropical Pacific SSTs. Geophys. Res. Lett., 36, L21711, doi: 10.1029/2009GL040896.
    Wen Zhiping, Huang Ronghui, He Haiyan, et al., 2006a:The influences of anomalous atmospheric circulation over mid-high latitudes and the activities of 30-60-day low frequency convection over low latitudes on the onset of the South China Sea summer monsoon. Chinese J. Atmos. Sci., 30, 952-964.(in Chinese)
    Wen Zhiping, Liang Zhaoning, and Wu Liji, 2006b:The relationship between the Indian Ocean sea surface temperature anomaly and the onset of the South China Sea summer monsoon. Ⅱ:Analyses of mech-anisms. Chinese J. Atmos. Sci., 30, 1138-1146.(in Chinese)
    Wu, R. G., and B. P. Kirtman, 2005:Roles of Indian and Pacific Ocean air-sea coupling in tropical atmo-spheric variability. Climate Dyn., 25, 155-170, doi: 10.1007/s00382-005-0003-x.
    Xie, S. P., K. M. Hu, J. Hafner, et al., 2009:Indian Ocean capacitor effect on Indo-western Pacific climate dur-ing the summer following El Nio. J. Climate, 22, 730-747, doi: 10.1175/2008JCLI2544.1.
    Xu Haiming, He Jinhai, and Zhou Bing, 2001:Compos-ite analysis of summer monsoon onset process over South China Sea. J. Trop. Meteor., 17, 10-22.(in Chinese)
    Yang, J. L., Q. Y. Liu, S. P. Xie, et al., 2007:Impact of the Indian Ocean SST basin mode on the Asian summer monsoon. Geophys. Res. Lett., 34, L02708, doi: 10.1029/2006GL028571.
    Yang, S., Z. Q. Zhang, V. E. Kousky, et al., 2008:Simulations and seasonal prediction of the Asian summer monsoon in the NCEP climate fore-cast system.J. Climate, 21, 3755-3775, doi: 10.1175/2008JCLI1961.1.
    Zhang, T. T., S. Yang, X. W. Jiang, et al., 2015:Seasonal-interannual variation and prediction of wet and dry season rainfall over the maritime continent:Roles of ENSO and monsoon circulation. J. Climate, 29, 3675-3695, doi: 10.1175/JCLI-D-15-0222.1.
    Zhou, W., and J. C. L. Chan, 2007:ENSO and the South China Sea summer monsoon onset. Int. J. Climatol., 27, 157-167, doi:10. 1002/joc.1380.
    Zhu Qiangen, He Jinhai, and Wang Panxing, 1986:A study of circulation differences between East Asian and Indian summer monsoons with their in-teraction.Adv. Atmos. Sci., 3, 466-477, doi: 10.1007/BF02657936.
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