Skip to main content

Advertisement

Log in

Predictability of the two temperature modes of the East Asian winter monsoon in the NCEP-CFSv2 and MRI-CPSv2 models

  • Published:
Climate Dynamics Aims and scope Submit manuscript

Abstract

Using hindcast and forecast data from advanced prediction systems of NCEP CFSv2 and JMA/MRI CPSv2 for the winter 1982/1983–2017/2018, this study investigates the predictability of the climatology and dominant modes of winter-mean surface air temperature (SAT) over East Asia. Although the simulated climatological mean SAT has a large bias over most of the mainland China, both models show high forecasting skills for the principal components (PC1 and PC2) of the two major modes (northern and southern temperature modes) of the winter-mean SAT over East Asia 1 month in advance. In comparison, the MRI-CPSv2 performs better than the CFSv2 in simulating the spatial distribution of the northern temperature mode and the associated circulation anomalies aloft, but the CFSv2 has better performance than the MRI-CPSv2 in simulating the spatial distribution of southern temperature mode and its linkage to the Arctic Oscillation and Eurasian pattern. Furthermore, both models well simulate the impacts of the dipole sea surface temperature (SST) anomalies over the mid-latitude North Pacific and El Niño–Southern Oscillation on the northern and southern temperature modes, respectively. Accordingly, the forecasting skill and signal-to-noise ratio of the PC1 (PC2) are significantly improved in the years with strong SST anomalies over the mid-latitude North Pacific (tropical central-eastern Pacific), particularly for the CFSv2 (MRI-CPSv2) predictions. These results are beneficial for understanding the interannual predictability of the East Asian winter climate.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11

Similar content being viewed by others

Availability of data and material

The datasets used during the current study are available from the corresponding author on reasonable request.

Code availability

NCAR Command Language is used for preparing manuscript figures. Scripts for analyzing the data are available from the corresponding author on reasonable request.

References

  • Barnston AG, Livezey RE (1987) Classification, seasonality and persistence of low-frequency atmospheric circulation patterns. Mon Weather Rev 115:1083–1126

    Article  Google Scholar 

  • Bueh C, Nakamura H (2007) Scandinavian pattern and its climatic impact. Q J R Meteorol Soc 133:2117–2131

    Article  Google Scholar 

  • Chang CP, Lau KM (1982) Short-term planetary-scale interactions over the tropics and midlatitude during northern winter. Part I: contrasts between active and inactive periods. Mon Weather Rev 110:933–946

    Article  Google Scholar 

  • Chang CP, Wang Z, Hendon H (2006) The Asian winter monsoon. In: Wang B (ed) The Asian monsoon. Praxis, New York, pp 89–127

    Chapter  Google Scholar 

  • Chen W, Graf HF, Huang R (2000) The interannual variability of East Asian winter monsoon and its relation to the summer monsoon. Adv Atmos Sci 17:48–60

    Article  Google Scholar 

  • Chen W, Yang S, Huang R (2005) Relationship between stationary planetary wave activity and the East Asian winter monsoon. J Geophys Res 110:D14110

    Google Scholar 

  • Chen Z, Wu R, Chen W (2014) Impacts of autumn Arctic sea ice concentration changes on the East Asian winter monsoon variability. J Clim 27:5433–5450

    Article  Google Scholar 

  • Cheung HN, Zhou W, Mok HY, Wu MC (2012) Relationship between Ural-Siberian blocking and the East Asian winter monsoon in relation to the Arctic Oscillation and the El Niño–Southern Oscillation. J Clim 25:4242–4257

    Article  Google Scholar 

  • Cheung HN, Zhou W, Lee SM, Tong HW (2015) Interannual and interdecadal variability of the number of cold days in Hong Kong and their relationship with large-scale circulation. Mon Wea Rev 143:1438–1454

    Article  Google Scholar 

  • Ding Y (1994) Monsoons over China. Kluwer Academic Publishers, Alphen aan den Rijn

    Google Scholar 

  • Ding Y, Krishnamurti TN (1987) Heat budget of the Siberian high and the winter monsoon. Mon Wea Rev 115:2428–2449

    Article  Google Scholar 

  • Feng G, Zhao J, Zhi R, Gong Z (2013) Recent progress on the objective and quantifiable forecast of summer precipitation based on dynamical statistical method. J Appl Meteorol Sci 24:656–665

    Google Scholar 

  • Feng G, Zou M, Qiao S, Zhi R, Gong Z (2018) The changing relationship between the December North Atlantic Oscillation and the following February East Asian trough before and after the late 1980s. Clim Dyn 51:4229–4242

    Article  Google Scholar 

  • Gong D, Wang S, Zhu J (2001) East Asian winter monsoon and Arctic oscillation. Geophys Res Lett 28:2073–2076

    Article  Google Scholar 

  • Gong H, Wang L, Chen W, Wu R, Wei K, Cui X (2014) The climatology and interannual variability of the East Asian winter monsoon in CMIP5 models. J Clim 27:1659–1678

    Article  Google Scholar 

  • Gong H, Wang L, Chen W, Chen X, Nath D (2017) Biases of the wintertime Arctic Oscillation in CMIP5 models. Environ Res Lett 12:014001

    Article  Google Scholar 

  • Gong H, Wang L, Zhou W, Chen W, Wu R, Liu L, Nath D, Leung MYT (2018a) Revisiting the Northern mode of East Asian Winter monsoon variation and its response to global warming. J Clim 31:9001–9014

    Article  Google Scholar 

  • Gong Z, Dogar MM, Qiao S, Hu P, Feng G (2018b) Assessment and correction of BCC_CSM’s performance in capturing leading modes of summer precipitation over North Asia. Int J Climatol 38:2201–2214

    Article  Google Scholar 

  • Gong H, Wang L, Chen W, Wu R, Zhou W, Liu L, Nath D, Lan X (2019) Diversity of the wintertime arctic Oscillation Pattern among CMIP5 Models: role of the Stratospheric Polar Vortex. J Clim 32:5235–5250

    Article  Google Scholar 

  • Guo QY (1994) Relationship between the variations of East Asian winter monsoon and temperature anomalies in China (in Chinese). Quart J Appl Meteorol 5:218–225

    Google Scholar 

  • He S, Wang H (2013) Impact of the November/December Arctic Oscillation on the following January temperature in East Asia. J Geophys Res Atmos 118:12981–12998

    Article  Google Scholar 

  • Huang R, Chen J, Wang L, Lin Z (2012) Characteristics, processes, and causes of the spatio-temporal variabilities of the east asian monsoon system. Adv Atmos Sci 29:910–942

    Article  Google Scholar 

  • Huang B, Thorne PW, Banzon VF, Boyer T, Chepurin G, Lawrimore JH, Matthew JM, Thomas MS, Russell SV, Zhang HM (2017) Extended reconstructed sea surface temperature, version 5 (ERSSTv5): upgrades, validations, and intercomparisons. J Clim 30:8179–8205

    Article  Google Scholar 

  • Jeong JH, Ho CH (2005) Changes in occurrence of cold surges over East Asia in association with Arctic oscillation. Geophys Res Lett 32:L14704

    Article  Google Scholar 

  • Jhun JG, Lee EJ (2004) A new East Asian winter monsoon index and associated characteristics of winter monsoon. J Clim 17:711–726

    Article  Google Scholar 

  • Jiang X, Yang S, Li Y, Kumar A, Wang W, Gao Z (2013) Dynamical prediction of the East Asian winter monsoon by the NCEP climate forecast system. J Geophys Res 118:1312–1328

    Article  Google Scholar 

  • Kanamitsu M, Ebisuzaki W, Ebisuzaki J, Yang SK, Hnilo JJ, Fiorino M, Potter GL (2002) NCEP-DOE AMIP-II reanalysis (R-2). Bull Amer Meteorol Soc 83:1631–1643

    Article  Google Scholar 

  • Leung MYT, Zhou W (2015) Variation of circulation and East Asian climate associated with anomalous strength and displacement of the East Asian trough. Clim Dyn 45:2713–2732

    Article  Google Scholar 

  • Leung MYT, Zhou W (2016) Direct and indirect ENSO modulation of winter temperature over the Asian-Pacific-American region. Sci Rep 6:36356

    Article  Google Scholar 

  • Li J, Wang JXL (2003) A modified zonal index and its physical sense. Geophys Res Lett 30:1632

    Article  Google Scholar 

  • Li F, Wang H (2012) Predictability of the East Asian winter monsoon interannual variability as indicated by the DEMETER CGCMS. Adv Atmos Sci 29:441–454

    Article  Google Scholar 

  • Liu Y, Wang L, Zhou W, Chen W (2014) Three Eurasian teleconnection patterns: spatial structures, temporal variability, and associated winter climate anomalies. Clim Dyn 42:2817–2839

    Article  Google Scholar 

  • Park TW, Ho CH, Yang S (2011) Relationship between the Arctic Oscillation and cold surges over East Asia. J Clim 24:68–83

    Article  Google Scholar 

  • Phelps MW, Kumar A, O’Brien JJ (2004) Potential predictability in the NCEP CPC dynamical seasonal forecast system. J Clim 17:3775–3785

    Article  Google Scholar 

  • Qiao S, Feng G (2016) Impact of the December North Atlantic Oscillation on the following February East Asian trough. J Geophys Res 121:10074–10088

    Article  Google Scholar 

  • Qiao S, Zou M, Cheung HN, Zhou W, Li Q, Feng G, Dong W (2020) Predictability of the Wintertime 500-hPa geopotential height over Ural-Siberia in the NCEP climate forecast system. Clim Dyn 54:1591–1606

    Article  Google Scholar 

  • Qiao S, Zou M, Cheung HN, Liu J, Zuo J, Li Q, Feng G, Dong W (2021) Contrasting interannual prediction between January and February temperature in Southern China in the NCEP Climate Forecast System. J Clim 34:2791–2812

    Article  Google Scholar 

  • Rayner NA, Parker DE, Horton EB, Folland CK, Alexander LV, Rowell DP, Kent EC, Kaplan A (2003) Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. J Geophys Res 108:4407

    Article  Google Scholar 

  • Robinson DA, Estilow TW (1993) NOAA Climate Data Record (CDR) of Northern Hemisphere (NH) Snow Cover Extent (SCE), version 1. NOAA National Centers for Environmental Information, accessed April 2021, https://doi.org/10.7289/V5N014G9

  • Saha S, Moorthi S, Wu X et al (2014) The NCEP climate forecast system version 2. J Clim 27:2185–2208

    Article  Google Scholar 

  • Sohn SJ, Tam CY, Park CK (2011) Leading modes of East Asian winter climate variability and their predictability: an assessment of the APCC Multi-Model Ensemble. J Meteorol Soc Jpn 89:455–474

    Article  Google Scholar 

  • Sun C, Yang S, Li W, Zhang R, Wu R (2016) Interannual variations of the dominant modes of East Asian winter monsoon and possible links to Arctic sea ice. Clim Dyn 47:481–496

    Article  Google Scholar 

  • Takaya Y et al (2018) Japan Meteorological Agency/Meteorological Research Institute-Coupled Prediction System version 2 (JMA/MRI-CPS2): atmosphere–land–ocean–sea ice coupled prediction system for operational seasonal forecasting. Clim Dyn 50:751–765

    Article  Google Scholar 

  • Tao SY (1957) A study of activities of cold airs in East Asian winter, Handbook of Short-Term Forecast (in Chinese). China Meteorological Administration, Eds, Meteorology Press, Beijing, pp 60–92

  • Thompson DWJ, Wallace JM (1998) The Arctic Oscillation signature in the wintertime geopotential height and temperature fields. Geophys Res Lett 25:1297–1300

    Article  Google Scholar 

  • Tian B, Fan K (2020) Different prediction skill for the East Asian winter monsoon in the early and late winter season. Clim Dyn 54:1523–1538

    Article  Google Scholar 

  • Tian B, Fan K, Yang H (2018) East Asian winter monsoon forecasting schemes based on the NCEP’s climate forecast system. Clim Dyn 51:2793–2805

    Article  Google Scholar 

  • Wallace JM, Gutzler DS (1981) Teleconnections in the geopotential height field during the Northern Hemisphere winter. Mon Weather Rev 109:784–812

    Article  Google Scholar 

  • Wang L, Chen W (2010) Downward Arctic Oscillation signal associated with moderate weak stratospheric polar vortex and the cold December 2009. Geophys Res Lett 37:L09707

    Article  Google Scholar 

  • Wang L, Chen W (2014) The East Asian winter monsoon: re-amplification in the mid-2000s. Chin Sci Bull 59:430–436

    Article  Google Scholar 

  • Wang B, Wu R, Fu X (2000) Pacific-East Asia teleconnection: How does ENSO affect East Asian climate? J Clim 13:1517–1536

    Article  Google Scholar 

  • Wang B, Wu Z, Chang CP, Liu J, Li J, Zhou T (2010) Another look at interannual-to-interdecadal variations of the East Asian winter monsoon: the northern and southern temperature modes. J Clim 23:1495–1512

    Article  Google Scholar 

  • Wang H, Fan K, Sun J, Li S, Lin Z, Zhou G, Chen L, Lang X, Li F, Zhu Y, Chen H, Zheng F (2015) A review of seasonal climate prediction research in China. Adv Atmos Sci 32:149–168

    Article  Google Scholar 

  • Wang L, Liu Y, Zhang Y, Chen W, Chen SF (2019) Time-varying structure of the wintertime Eurasian pattern: Role of the North Atlantic sea surface temperature and atmospheric mean flow. Clim Dyn 52:2467–2469

    Article  Google Scholar 

  • Wei K, Xu T, Du Z, Gong H, Xie B (2014) How well do the current state-of-the-art CMIP5 models characterise the climatology of the East Asian winter monsoon? Clim Dyn 52:1241–1255

    Article  Google Scholar 

  • Wu B, Wang J (2002) Winter Arctic Oscillation, Siberian High and East Asian winter monsoon. Geophys Res Lett 29:1897

    Article  Google Scholar 

  • Yang S, Lau KM, Kim KM (2002) Variations of the East Asian jet stream and Asian-Pacific-American winter climate anomalies. J Clim 15:306–325

    Article  Google Scholar 

  • Zhang R, Sumi A, Kimoto M (1996) Impact of El Niño the East Asian monsoon: a diagnostic study of the ’86/87 and ’91/92 events. J Meteorol Soc Jpn 74:49–62

    Article  Google Scholar 

  • Zhang L, Wu Z, Zhou Y (2016) Different impacts of typical and atypical ENSO on the Indian summer rainfall: ENSO-developing phase. Atmos Ocean 54:440–456

    Article  Google Scholar 

  • Zhang D, Huang Y, Sun B, Li F, Wang H (2019a) Verification and improvement of the ability of CFSv2 to predict the Antarctic Oscillation in boreal spring. Adv Atmos Sci 36:292–302

    Article  Google Scholar 

  • Zhang P, Wu Z, Li J (2019b) Reexamining the relationship of La Niña and the East Asian Winter Monsoon. Clim Dyn 53:779–791

    Article  Google Scholar 

  • Zhang P, Wu Z, Li J, Xiao Z (2020) Seasonal prediction of the northern and southern temperature modes of the East Asian winter monsoon: the importance of the Arctic sea ice. Clim Dyn 54:3583–3597

    Article  Google Scholar 

  • Zuo J, Ren H, Li W (2015) Contrasting impacts of the Arctic Oscillation on surface air temperature anomalies in southern China between early and middle-to-late winter. J Clim 28:4015–4026

    Article  Google Scholar 

Download references

Acknowledgements

This study is jointly supported by the National Key Research and Development Program of China (2017YFC1502301), the General Program of the National Natural Science Foundation of China (42175028, 41905057, 42065003, 41975098), the Innovation Group Project of Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) (no. 311021009).

Author information

Authors and Affiliations

Authors

Contributions

Ideas were raised by SQ and JY. Data collection and analysis were performed by MZ, YY and ST. The initial manuscript was wrote by MZ, SQ and JY. XZ, QL, GF, and WD contributed to explaining results and improved the manuscript. All authors approved the final manuscript.

Corresponding authors

Correspondence to Shaobo Qiao or Xian Zhu.

Ethics declarations

Conflict of interest

The authors declare no conflict of interest.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOC 668 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zou, M., Qiao, S., Yang, Y. et al. Predictability of the two temperature modes of the East Asian winter monsoon in the NCEP-CFSv2 and MRI-CPSv2 models. Clim Dyn 59, 3211–3225 (2022). https://doi.org/10.1007/s00382-022-06254-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00382-022-06254-9

Keywords

Navigation