Abstract
This paper systematically evaluates the deviations that appear in the hindcasts of the East Asian summer precipitation (EASP) decadal change in the late 1990s in two global coupled models (BCC_CGCM and BCC_CSM). The possible causes for the deviations between the model hindcasts and observations are analyzed. The results show that the hindcasts of EASP by BCC_CGCM and BCC_CSM deviate from observations, with the anomaly correlation coefficient (ACC) being -0.01 and -0.09 for the two models, respectively. The SST anomalies in North and West Pacific and the SST index values predicted by the two models also deviate from the observations, indicating that inconsistent SST fields may be the key factor leading to the deviation in the prediction of the EASP decadal shift. Thus, a dynamic-analogue scheme is proposed to correct the precipitation hindcasts by using SSTs, where SST and EASP are highly correlated, to select historical analogue cases. Cross validations show that the average ACC of the temporal-latitude distribution of the EASP between the corrected hindcasts and observations is 0.18 for BCC_CGCM and 0.02 for BCC_CSM; both are much higher than the uncorrected hindcasts. Applying the dynamic-analogue correction scheme in both models successfully improves prediction of the EASP decadal change in the late 1990s.
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Bond, N. A., and D. E. Harrison, 2000: The Pacific decadal oscillation, air–sea interaction and central North Pacific winter atmospheric regimes. Geophys. Res. Lett., 27, 731–734, doi: 10.1029/1999GL010847.
Chen, L. X., M. Dong, and Y. N. Shao, 1992: The characteristics of interannual variations on the East Asian monsoon. J. Meteor. Soc. Japan, 70, 397–421.
Chou Jifan, 1974: A problem of using past data in numerical weather forecasting. Sci. China (Ser. A), 17, 814–825. (in Chinese)
Chou Jifan, 1986: Why to combine dynamical and statistical methods together and how to combine. Plateau Meteor., 5, 367–372. (in Chinese)
Ding, Y. H., 1992: Summer monsoon rainfalls in China. J. Meteor. Soc. Japan, 70, 373–396.
Ding Yihui, Liu Yiming, Song Yongjia, et al., 2002: Research and experiments of the dynamical model system for short-term climate prediction. Clim. Environ. Res., 7, 236–246. (in Chinese)
Ding, Y. H., Z. Y. Wang, and Y. Sun, 2008: Interdecadal variation of the summer precipitation in East China and its association with decreasing Asian summer monsoon. Part I: Observed evidences. Int. J. Climatol., 28, 1139–1161, doi: 10.1002/joc.1615.
Enfield, D. B., A. M. Mestas-Nuñez, and P. J. Trimble, 2001: The Atlantic multidecadal oscillation and its relation to rainfall and river flows in the continental U.S. Geophys. Res. Lett., 28, 2077–2080, doi: 10.1029/2000GL012745.
Fan Ke, Wang Huijun, and Choi Young-Jean, 2007: A physical and statistical prediction model for summer precipitation over the lower reaches of Yangtze River. Chin. Sci. Bull., 52, 2900–2905.
Feng Guolin, Cao Hongxing, Gao Xinquan, et al., 2001: Prediction of precipitation during summer monsoon with self-memorial model. Adv. Atmos. Sci., 18, 701–709.
Feng Guolin, Zhao Junhu, Zhi Rong, et al., 2013: Recent progress on the objective and quantifiable forecast of summer precipitation based on dynamical statistical method. J. Appl. Meteor. Sci., 24, 656–665. (in Chinese)
Gershunov, A., and T. P. Barnett, 1998: Interdecadal modulation of ENSO teleconnections. Bull. Amer. Meteor. Soc., 79, 2715–2725, doi: 10.1175/15200477(1998)079<2715:IMOET>2.0.CO;2.
Gong Zhiqiang, Hou Wei, and Feng Guolin, 2012: Study of tropical middle–eastern Pacific sea surface temperature correlation index and probable correlation with ENSO effects. Acta Meteor. Sinica, 70, 1074–1083. (in Chinese)
Gong Zhiqiang, Zhao Junhu, and Feng Guolin, 2013: Analysis of the summer precipitation of 2012 in East China and its possibility of decadal shift. Acta Phys. Sinica, 62, 099205. (in Chinese)
Gong, Z. Q., J. H. Zhao, G. L. Feng, et al., 2015: Dynamic-statistics combined forecast scheme based on the abrupt decadal change component of summer precipitation in East Asia. Sci. China (Ser. D), 58, 404–419, doi: 10.1007/s11430-014-4967-4.
He, W. P., G. L. Feng, Q. Wu, et al., 2012: A new method for abrupt dynamic change detection of correlated time series. Int. J. Climatol., 32, 1604–1614, doi: 10.1002/joc.2367.
Huang Gang and Yan Zhongwei, 1999: The East Asian summer monsoon circulation anomaly index and its interannual variations. Chin. Sci. Bull., 44, 1325–1329.
Huang, J. P., Y. H. Yi, S. W. Wang, et al., 1993: An analogue–dynamical long-range numerical weather prediction system incorporating historical evolution. Quart. J. Roy. Meteor. Soc., 119, 547–565.
Huang, J. P., K. Higuchi, and A. Shabbar, 1998: The relationship between the North Atlantic Oscillation and El Niño–Southern Oscillation. Geophys. Res. Lett., 25, 2707–2710.
Huang Ronghui, Chen Jilong, and Liu Yong, 2011: Interdecadal variation of the leading modes of summertime precipitation anomalies over eastern China and its association with water vapor transport over East Asia. Chinese J. Atmos. Sci., 35, 589–606. (in Chinese)
Keenlyside, N. S., M. Latif, J. Jungclaus, et al., 2008: Advancing decadal-scale climate prediction in the North Atlantic sector. Nature, 453, 84–88, doi: 10.1038/nature06921.
Kim, H. M., P. J. Webster, and J. A. Curry, 2012: Evaluation of short-term climate change prediction in multi-model CMIP5 decadal hindcasts. Geophys. Res. Lett., 39, L10701, doi: 10.1029/2012GL051644.
Lang, X. M., and H. J. Wang, 2010: Improving extra seasonal summer rainfall prediction by merging information from GCMs and observations. Wea. Forecasting, 25, 1263–1274, doi: 10.1175/2010WAF2222342.1.
Li Weijing, Zhang Peiqun, Li Qingquan, et al., 2005: Research and operational application of dynamical climate model prediction system. J. Appl. Meteor. Sci., 16, 1–11. (in Chinese)
Lian Yi, Shen Baizhu, Gao Zongting, et al., 2003: The study of the onset criterion and the date of East Asian summer monsoon in Northeast China and its main characteristic analysis. Acta Meteor. Sinica, 61, 548–558. (in Chinese)
Lian Yi, Shen Baizhu, and Gao Zongting, 2004: An exploration on the determination of East Asian summer monsoon index. Acta Meteor. Sinica, 62, 782–789. (in Chinese)
Ma Zhuguo and Fu Congbin, 2007: Evidences of drying trend in the global during the latter half of 20th century and their relationship with large-scale climate background. Sci. China (Ser. D), 37, 222–233.
Smith, D. M., S. Cusack, A. W. Colman, et al., 2007: Improved surface temperature prediction for the coming decade from a global climate model. Science, 317, 796–799, doi: 10.1126/science.1139540.
Smith, D. M., A. A. Scaife, G. J. Boer, et al., 2013: Real-time multi-model decadal climate predictions. Climate Dyn., 41, 2875–2888, doi: 10.1007/s00382-012-1600-0.
Wang Huijun, 2001: The weakening of the Asian monsoon circulation after the end of 1970s. Adv. Atmos. Sci., 18, 376–386.
Wang, L., W. Chen, and R. H. Huang, 2008: Interdecadal modulation of PDO on the impact of ENSO on the East Asian winter monsoon. Geophys. Res. Lett., 35, L20702, doi: 10.1029/2008GL035287.
Wang Qiguang, Feng Guolin, Zheng Zhihai, et al., 2011: A study of the objective and quantifiable forecasting based on optimal factors combinations in precipitation in the middle and lower reaches of the Yangtze River in summer. Scientia Atmospherica Sinica, 35, 287–297. (in Chinese)
Wang Xiaojuan, Zhi Rong, He Wenping, et al., 2012: Collective behaviour of climate indices in the North Pacific air–sea system and its potential relationships with decadal climate changes. Chin. Phys. B, 21, 029201, doi: 10.1088/1674-1056/21/2/029201.
Wu, R. G., Z. Z. Hu, and B. P. Kirtman, 2003: Evolution of ENSO-related rainfall anomalies in East Asia. J. Climate, 16, 3742–3758, doi: 10.1175/15200442(2003)016<3742:EOERAI>2.0.CO;2.
Wu Tongwen, Song Lianchun, Liu Xiangwen, et al., 2013: Progress in developing the short-range operational climate prediction system of China National Climate Center. Quart. J. Appl. Meteor., 24, 533–543. (in Chinese)
Xu, H. L., J. Feng, and C. Sun, 2013: Impact of preceding summer North Atlantic oscillation on early Autumn precipitation over central China. Atmos. Oceanic Sci. Lett., 6, 417–422.
Xu, Z. Q., K. Fan, and H. J. Wang, 2015: Decadal variation of summer precipitation over China and associated atmospheric circulation after the late 1990s. J. Climate, 28, 4086–4106, doi: 10.1175/JCLI-D-1400464.1.
Yang Jie, Zhao Junhu, Zheng Zhihai, et al., 2012: Estimating the prediction errors of dynamical climate model on the basis of prophase key factors in North China. Chinese J. Atmos. Sci., 36, 11–22. (in Chinese)
Yang Xiuqun, Xie Qian, Zhu Yimin, et al., 2005: Decadalto-interdecadal variability of precipitation in North China and associated atmospheric and oceanic anomaly patterns. Chinese J. Geophys., 48, 789–797. (in Chinese)
Zheng Zhihai, Ren Hongli, and Huang Jianping, 2009: Analogue correction of errors based on seasonal climatic predictable components and numerical experiments. Acta Phys. Sinica, 58, 7359–7367. (in Chinese)
Zhou, T. J., R. C. Yu, J. Zhang, et al., 2009: Why the western Pacific subtropical high has extended westward since the late 1970s. J. Climate, 22, 2199–2215, doi: 10.1175/2008JCLI2527.1.
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Supported by the National Natural Science Foundation of China (41575082 and 41305075), China Meteorological Administration Special Public Welfare Research Fund (GYHY201306021), and National Basic Research and Development (973) Program of China (2012CB955203).
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Gong, Z., Li, S., Hu, P. et al. Dynamic-analogue correction of the decadal change of East Asian summer precipitation in the late 1990s. J Meteorol Res 30, 341–355 (2016). https://doi.org/10.1007/s13351-016-5220-1
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DOI: https://doi.org/10.1007/s13351-016-5220-1