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Improvements in Long-Lead Prediction of Early-Summer Subtropical Frontal Rainfall Based on Arctic Sea Ice

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Abstract

Seasonal prediction of East Asia (EA) summer rainfall, especially with a longer-lead time, is in great demand, but still very challenging. The present study aims to make long-lead prediction of EA subtropical frontal rainfall (SFR) during early summer (May–June mean, MJ) by considering Arctic sea ice (ASI) variability as a new potential predictor. A MJ SFR index (SFRI), the leading principle component of the empirical orthogonal function (EOF) analysis applied to the MJ precipitation anomaly over EA, is defined as the predictand. Analysis of 38-year observations (1979–2016) revealed three physically consequential predictors. A stronger SFRI is preceded by dipolar ASI anomaly in the previous autumn, a sea level pressure (SLP) dipole in the Eurasian continent, and a sea surface temperature anomaly tripole pattern in the tropical Pacific in the previous winter. These precursors foreshadow an enhanced Okhotsk High, lower local SLP over EA, and a strengthened western Pacific subtropical high. These factors are controlling circulation features for a positive SFRI. A physical-empirical model was established to predict SFRI by combining the three predictors. Hindcasting was performed for the 1979–2016 period, which showed a hindcast prediction skill that was, unexpectedly, substantially higher than that of a four-dynamical models' ensemble prediction for the 1979–2010 period (0.72 versus 0.47). Note that ASI variation is a new predictor compared with signals originating from the tropics to mid-latitudes. The long-lead hindcast skill was notably lower without the ASI signals included, implying the high practical value of ASI variation in terms of long-lead seasonal prediction of MJ EA rainfall.

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References

  • Alexander, M. A., Bhatt, U. S., Walsh, J. E., Timlin, M. S., Miller, J. S., and Scott, J. D., 2004. The atmospheric response to realistic Arctic sea ice anomalies in an AGCM during winter. Journal of Climate, 17 (5): 890–905.

    Article  Google Scholar 

  • Chen, G. T. J., 1983. Observational aspects of the Meiyu phenomena in subtropical China. Journal of Meteorological Society of Japan, 61: 306–312.

    Article  Google Scholar 

  • Dee, D. P., Uppala, S. M., Simmons, A. J., Berrisford, P., Poli, P., Kobayashi, S., Andrae, U., Balmaseda, M. A., Balsamo, G., Bauer, D. P., and Bechtold, P., 2011. The ERA-Interim re-analysis: Configuration and performance of the data assimilation system. Quarterly Journal of the Royal Meteorological Society, 137 (656): 553–597.

    Article  Google Scholar 

  • Delworth, T. L., Broccoli, A. J., Rosati, A., Stouffer, R. J., Balaji, V., Beesley, J. A., Cooke, W. F., Dixon, K. W., Dunne, J., Dunne, K. A., and Durachta, J. W., 2006. GFDL's CM2 global coupled climate models. Part I: Formulation and simulation characteristics. Journal of Climate, 19 (5): 643–674.

    Article  Google Scholar 

  • Deser, C., Magnusdottir, G., Saravanan, R., and Phillips, A., 2004. The effects of North Atlantic SST and sea ice anomalies on the winter circulation in CCM3. Part II: Direct and indirect components of the response. Journal of Climate, 17 (5): 877–889.

    Article  Google Scholar 

  • Deser, C., Tomas, R., Alexander, M., and Lawrence, D., 2010. The seasonal atmospheric response to projected Arctic sea ice loss in the late twenty-first century. Journal of Climate, 23 (2): 333–351.

    Article  Google Scholar 

  • Ding, Y., 1992. Summer monsoon rainfalls in China. Journal of the Meteorological Society of Japan, 70 (1B): 373–396.

    Article  Google Scholar 

  • Gu, W., Li, C., Li, W., Zhou, W., and Chan, J. C., 2009a. Interdecadal unstationary relationship between NAO and East China's summer precipitation patterns. Geophysical Research Letters, 36 (13): L13702.

    Article  Google Scholar 

  • Gu, W., Li, C., Wang, X., Zhou, W., and Li, W., 2009b. Linkage between mei-yu precipitation and North Atlantic SST on the decadal timescale. Advances in Atmospheric Sciences, 26 (1): 101–108.

    Article  Google Scholar 

  • Holland, M. M., Bitz, C. M., and Tremblay, B., 2006. Future abrupt reductions in the summer Arctic sea ice. Geophysical Research Letters, 33 (23): L32503.

    Article  Google Scholar 

  • Honda, M., Inoue, J., and Yamane, S., 2009. Influence of low Arctic sea-ice minima on anomalously cold Eurasian winters. Geophysical Research Letters, 36 (8): L08707.

    Article  Google Scholar 

  • Huang, B., Banzon, V. F., Freeman, E., Lawrimore, J., Liu, W., Peterson, T. C., Smith, T. M., Thome, P. W., Woodruff, S. D., and Zhang, H. M., 2015. Extended reconstructed sea surface temperature version 4 (ERSST. v4). Part I: Upgrades and intercomparisons. Journal of Climate, 28 (3): 911–930.

    Article  Google Scholar 

  • Hudson, D., Alves, O., Hendon, H. H., and Wang, G., 2011. The impact of atmospheric initialisation on seasonal prediction of tropical Pacific SST. Climate Dynamics, 36 (5-6): 1155–1171.

    Article  Google Scholar 

  • Huffman, G. J., Bolvin, D. T., and Adler, R. F., 2011. Last updated GPCP Version 2.2 combined precipitation data set. WDC-A, NCDC, Asheville, NC (2011). Dataset accessed at http://www.ncdc.noaa.gov/oa/wmo/wdcamet-ncdc.html.

    Google Scholar 

  • Kumar, A., Perlwitz, J., Eischeid, J., Quan, X., Xu, T., Zhang, T., Hoerling, M., Jha, B., and Wang, W., 2010. Contribution of sea ice loss to Arctic amplification. Geophysical Research Letters, 37 (21): L21701.

    Article  Google Scholar 

  • Lau, N. C., Nath, M. J., and Wang, H., 2004. Simulations by a GFDL GCM of ENSO-related variability of the coupled atmosphere-ocean system in the East Asian monsoon region. In: East Asian Monsoon, World Scientific Series on Meteorology of East Asia No. 2. Chang, C. P., ed., World Scientific, Singapore, 271–300.

    Chapter  Google Scholar 

  • Lee, J. Y., Lee, S. S., Wang, B., Ha, K. J., and Jhun, J. G., 2013. Seasonal prediction and predictability of the Asian winter temperature variability. Climate Dynamics, 41 (3-4): 573–587.

    Article  Google Scholar 

  • Lee, J. Y., Wang, B., Kang, I. S., Shukla, J., Kumar, A., Kug, J. S., Schemm, J. K. E., Luo, J. J., Yamagata, T., Fu, X., and Alves, O., 2010. How are seasonal prediction skills related to models' performance on mean state and annual cycle? Climate Dynamics, 35 (2-3): 267–283.

    Article  Google Scholar 

  • Lee, S. S., Lee, J. Y., Ha, K. J., Wang, B., and Schemm, J. K. E., 2011. Deficiencies and possibilities for long-lead coupled climate prediction of the Western North Pacific-East Asian summer monsoon. Climate Dynamics, 36 (5-6): 1173–1188.

    Article  Google Scholar 

  • Li, B., and Zhou, T., 2011. ENSO-related principal interannual variability modes of early and late summer rainfall over East Asia in SST-driven AGCM simulations. Journal of Geophysical Research, 116: 1–15.

    Google Scholar 

  • Li, J., and Wang, J. X., 2003a. A modified zonal index and its physical sense. Geophysical Research Letters, 30 (12): 1632.

    Article  Google Scholar 

  • Li, J., and Wang, J. X., 2003b. A new North Atlantic Oscillation index and its variability. Advances in Atmospheric Sciences, 20 (5): 661–676.

    Article  Google Scholar 

  • Li, J., and Wu, Z., 2012. Importance of autumn Arctic sea ice to northern winter snowfall. Proceedings of the National Academy of Sciences, 109 (28): E1898–E1898.

    Article  Google Scholar 

  • Li, J., and Wang, B., 2016. How predictable is the anomaly pattern of the Indian summer rainfall? Climate Dynamics, 46 (9-10): 2847–2861.

    Article  Google Scholar 

  • Liu, J., Curry, J. A., Wang, H., Song, M., and Horton, R. M., 2012. Impact of declining Arctic sea ice on winter snowfall. Proceedings of the National Academy of Sciences, 109 (11): 4074–4079.

    Article  Google Scholar 

  • Liu, W., Huang, B., Thome, P. W., Banzon, V. F., Zhang, H. M., Freeman, E., Lawrimore, J., Peterson, T. C., Smith, T. M., and Woodruff, S. D., 2015. Extended reconstructed sea surface temperature version 4 (ERSST. v4): Part II. Parametric and structural uncertainty estimations. Journal of Climate, 28 (3): 931–951.

    Article  Google Scholar 

  • Luo, J. J., Masson, S., Behera, S., Shingu, S., and Yamagata, T., 2005. Seasonal climate predictability in a coupled OAGCM using a different approach for ensemble forecasts. Journal of climate, 18 (21): 4474–4497.

    Article  Google Scholar 

  • Magnusdottir, G., Deser, C., and Saravanan, R., 2004. The effects of North Atlantic SST and sea ice anomalies on the winter circulation in CCM3. Part I: Main features and storm track characteristics of the response. Journal of Climate, 17 (5): 857–876.

    Article  Google Scholar 

  • Mchaelsen, J., 1987. Cross-validation in statistical climate forecast models. Journal of Climate and Applied Meteorology, 26 (11): 1589–1600.

    Article  Google Scholar 

  • North, G. R., Bell, T. L., Cahalan, R. F., and Moeng, F. J., 1982. Sampling errors in the estimation of empirical orthogonal functions. Monthly Weather Review, 110 (7): 699–706.

    Article  Google Scholar 

  • Oh, H., and Ha, K. J., 2015. Thermodynamic characteristics and responses to ENSO of dominant intraseasonal modes in the East Asian summer monsoon. Climate Dynamics, 44 (7-8): 1751–1766.

    Article  Google Scholar 

  • Panofsky, H. A., and Brier, G. W., 1968. Some Applications of Statistics to Meteorology. Pennsylvania State University Press, University Park, PA, 1–224.

    Google Scholar 

  • Rayner, N. A. A., Parker, D. E., Horton, E. B., Folland, C. K., Alexander, L. V., Rowell, D. P., Kent, E. C., and Kaplan, A., 2003. Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. Journal of Geophysical Research: Atmospheres, 108 (D14): 4407.

    Article  Google Scholar 

  • Saha, S., Moorthi, S., Wu, X., Wang, J., Nadiga, S., Tripp, P., Behringer, D., Hou, Y. T., Chuang, H. Y., Iredell, M., and Ek, M., 2014. The NCEP climate forecast system version 2. Journal of Climate, 27 (6): 2185–2208.

    Article  Google Scholar 

  • Serreze, M. C., Holland, M. M., and Stroeve, J., 2007. Perspectives on the Arctic's shrinking sea-ice cover. Science, 315 (5818): 1533–1536.

    Article  Google Scholar 

  • Singarayer, J. S., Bamber, J. L., and Valdes, P. J., 2006. Twenty-first-century climate impacts from a declining Arctic sea ice cover. Journal of Climate, 19 (7): 1109–1125.

    Article  Google Scholar 

  • Su, Q., Lu, R., and Li, C., 2014. Large-scale circulation anomalies associated with interannual variation in monthly rainfall over South China from May to August. Advances in Atmospheric Sciences, 31 (2): 273–282.

    Article  Google Scholar 

  • Tao, S. Y., and Chen, L., 1987. A review of recent research on the East Asian summer monsoon in China. In: Monsoon Meteorology. Chang, C. P., and Krisnamurti, T. N., eds., Oxford University Press, Oxford, 60–92.

    Google Scholar 

  • Wang, B., and Ho, L., 2002. Rainy season of the Asian-Pacific summer monsoon. Journal of Climate, 15 (4): 386–398.

    Article  Google Scholar 

  • Wang, B., Lee, J. Y., and Xiang, B., 2015a. Asian summer monsoon rainfall predictability: A predictable mode analysis. Climate Dynamics, 44 (1-2): 61–74.

    Article  Google Scholar 

  • Wang, B., Lee, J. Y., Kang, I. S., Shukla, J., Kug, J. S., Kumar, A., Schemm, J., Luo, J. J., Yamagata, T., and Park, C. K., 2008. How accurately do coupled climate models predict the leading modes of Asian-Australian monsoon interannual variability? Climate Dynamics, 30 (6): 605–619.

    Article  Google Scholar 

  • Wang, B., Liu, J., Yang, J., Zhou, T., and Wu, Z., 2009. Distinct principal modes of early and late summer rainfall anomalies in East Asia. Journal of Climate, 22 (13): 3864–3875.

    Article  Google Scholar 

  • Wang, B., Wu, R., and Fu, X., 2000. Pacific-East Asian teleconnection: How does ENSO affect East Asian climate? Journal of Climate, 13 (9): 1517–1536.

    Article  Google Scholar 

  • Wang, B., Wu, R., and Lau, K. M., 2001. Interannual variability of the Asian summer monsoon: Contrasts between the Indian and the western North Pacific-East Asian monsoons. Journal of Climate, 14 (20): 4073–4090.

    Article  Google Scholar 

  • Wang, B., Xiang, B., and Lee, J. Y., 2013. Subtropical high predictability establishes a promising way for monsoon and tropical storm predictions. Proceedings of the National Academy of Sciences, 110 (8): 2718–2722.

    Article  Google Scholar 

  • Wang, B., Xiang, B., Li, J., Webster, P. J., Rajeevan, M. N., Liu, J., and Ha, K. J., 2015b. Rethinking Indian monsoon rainfall prediction in the context of recent global warming. Nature Communications, 6: 7154.

    Article  Google Scholar 

  • Wang, M., and Overland, J. E., 2009. A sea ice free summer Arctic within 30 years? Geophysical Research Letters, 36 (7): L07502.

    Google Scholar 

  • Wu, B., Su, J., and Zhang, R., 2011. Effects of autumn-winter Arctic sea ice on winter Siberian High. Chinese Science Bulletin, 56 (30): 3220–3228.

    Article  Google Scholar 

  • Wu, B., Zhang, R., Wang, B., and D'Arrigo, R., 2009a. On the association between spring Arctic sea ice concentration and Chinese summer rainfall. Geophysical Research Letters, 36 (9):L09501.

    Google Scholar 

  • Wu, R., and Wang, B., 2002. A contrast of the East Asian summer monsoon-ENSO relationship between 1962–77 and 1978–93. Journal of Climate, 15 (22): 3266–3279.

    Article  Google Scholar 

  • Wu, Z., Li, J., Jiang, Z., and He, J., 2011. Predictable climate dynamics of abnormal East Asian winter monsoon: Once-in-a-century snowstorms in 2007/2008 winter. Climate Dynamics, 37 (7-8): 1661–1669.

    Article  Google Scholar 

  • Wu, Z., Li, X., Li, Y., and Li, Y., 2016. Potential influence of Arctic sea ice to the interannual variations of East Asian spring precipitation. Journal of Climate, 29 (8): 2797–2813.

    Article  Google Scholar 

  • Wu, Z., Wang, B., Li, J., and Jin, F. F., 2009b. An empirical seasonal prediction model of the East Asian summer monsoon using ENSO and NAO. Journal of Geophysical Research: Atmospheres, 114 (D18): D18120.

    Article  Google Scholar 

  • Xing, W., and Wang, B., 2017. Predictability and prediction of summer rainfall in the arid and semi-arid regions of China. Climate Dynamics, 49 (1-2): 419–431.

    Article  Google Scholar 

  • Xing, W., Wang, B., and Yim, S. Y., 2016. Peak-summer East Asian rainfall predictability and prediction part I: Southeast Asia. Climate Dynamics, 47 (1-2): 1–13.

    Article  Google Scholar 

  • Xing, W., Wang, B., Yim, S. Y., and Ha, K. J., 2017. Predictable patterns of the May–June rainfall anomaly over East Asia. Journal of Geophysical Research: Atmospheres, 122 (4): 2203–2217.

    Google Scholar 

  • Yim, S. Y., Wang, B., and Xing, W., 2014. Prediction of early summer rainfall over South China by a physical-empirical model. Climate Dynamics, 43 (7-8): 1883–1891.

    Article  Google Scholar 

  • Yim, S. Y., Wang, B., and Xing, W., 2016. Peak-summer East Asian rainfall predictability and prediction part II: Extra-tropical East Asia. Climate Dynamics, 47 %(1-2): 15–30.

    Article  Google Scholar 

  • Yuan, Y., Yang, H., Zhou, W., and Li, C., 2008a. Influences of the Indian Ocean Dipole on the Asian summer monsoon in the following year. International Journal of Climatology, 28 (14): 1849–1859.

    Article  Google Scholar 

  • Yuan, Y., Zhou, W., Chan, J. C., and Li, C., 2008b. Impacts of the basin-wide Indian Ocean SSTA on the South China Sea summer monsoon onset. International Journal of Climatology, 28 (12): 1579–1587.

    Article  Google Scholar 

  • Yun, K. S., Seo, K. H., and Ha, K. J., 2010. Interdecadal change in the relationship between ENSO and the intraseasonal oscillation in East Asia. Journal of Climate, 23 (13): 3599–3612.

    Article  Google Scholar 

  • Zhang, L., and Li, T., 2017. Physical processes responsible for the interannual variability of sea ice concentration in Arctic in boreal autumn since 1979. Journal of Meteorological Research, 31 (3): 468–475.

    Article  Google Scholar 

  • Zhou, T., Gong, D., Li, J., and Li, B., 2009. Detecting and understanding the multi-decadal variability of the East Asian Summer Monsoon-Recent progress and state of affairs. Meteorologische Zeitschrift, 18 (4): 455–467.

    Article  Google Scholar 

  • Zuo, J., Ren, H. L., Wu, B., and Li, W., 2016. Predictability of winter temperature in China from previous autumn Arctic sea ice. Climate Dynamics, 47 (7-8): 2331–2343.

    Article  Google Scholar 

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Acknowledgements

The work was supported by the Global Change Research Program of China (No. 2015CB953904), and the National Natural Science Foundation of China (No. 41575067).

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Authors and Affiliations

  1. Key Laboratory of Physical Oceanography, Ocean University of China, Qingdao, 266100, China

    Wen Xing & Fei Huang

  2. Laboratory for Ocean and Climate Dynamics, Pilot National Laboratory for Marine Science and Technology (Qingdao), Qingdao, 266100, China

    Wen Xing & Fei Huang

  3. Ningbo Collaborative Innovation Center of Nonlinear Harzard System of Ocean and Atmosphere, Ningbo University, Ningbo, 315211, China

    Fei Huang

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  1. Wen Xing
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Xing, W., Huang, F. Improvements in Long-Lead Prediction of Early-Summer Subtropical Frontal Rainfall Based on Arctic Sea Ice. J. Ocean Univ. China 18, 542–552 (2019). https://doi.org/10.1007/s11802-019-3875-9

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