Skip to main content

Advertisement

Log in

Asymmetry of probabilistic prediction skills of the midsummer surface air temperature over the middle and lower reach of the Yangtze River valley

  • Published:
Climate Dynamics Aims and scope Submit manuscript

Abstract

Using the prediction data from the Global Seasonal Forecast version 5 (GloSea5) during the 1993–2016 period, the probabilistic prediction skills of the midsummer (July and August) surface air temperature (SAT) over the middle and lower reach of the Yangtze River valley (MLYR) are evaluated by the ranked probabilistic skill score. We found that the GloSea5 better predicts below-normal (BN) events than above-normal (AN) events at a long lead time, as well as the associated western Pacific subtropical high (WPSH) and circumglobal teleconnection (CGT) anomaly. This result reveals the asymmetry of the probabilistic prediction skills of the midsummer MLYR SAT, which is related to the asymmetric effect of predictability sources: the warm midsummer ENSO favors BN events via promoting the eastward retreat of the WPSH, whereas the cold midsummer ENSO exhibits weak effect on AN events due to the induced southwestward expansion of the WPSH; the warm mid-latitude North Atlantic (MNA) promotes AN events via projecting its influence onto the atmospheric teleconnections such as the CGT, but not vice versa. The GloSea5 exhibits strong response to both two predictability sources, but fails to reproduce the asymmetric effect of predictability sources especially for ENSO, which limits the prediction skills of AN events. On the other hand, the worse (better) simulations of the warm MNA (warm midsummer ENSO) lead to the lower (higher) prediction skills of AN (BN) events. These results are useful for better understanding the predictability of the midsummer SAT over the MLYR.

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

Access this article

Subscribe and save

Springer+
from $39.99 /Month
  • Starting from 10 chapters or articles per month
  • Access and download chapters and articles from more than 300k books and 2,500 journals
  • Cancel anytime
View plans

Buy Now

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

Explore related subjects

Discover the latest articles and news from researchers in related subjects, suggested using machine learning.

References

  • Chan J, Zhou W (2005) PDO, ENSO and the early summer monsoon rainfall over south China. Geophys Res Lett 32:L08810

    Article  Google Scholar 

  • Chen X, Zhou T (2014) Relative role of tropical SST forcing in the 1990s periodicity change of the Pacific-Japan pattern interannual variability. J Geophys Res Atmos 119:13043–13066

    Article  Google Scholar 

  • Chen X, Zhou T (2018) Relative contributions of external SST forcing and internal atmospheric variability to July–August heat waves over the Yangtze River valley. Clim Dyn 51:4403–4419

    Article  Google Scholar 

  • Deng K, Yang S, Ting M, Zhao P, Wang Z (2019) Dominant modes of China summer heat waves driven by global sea surface temperature and atmospheric internal variability. J Clim 32(12):3761–3775

    Article  Google Scholar 

  • Ding Q, Wang B (2005) Circumglobal teleconnection in the Northern Hemisphere summer. J Clim 18:3483–3505

    Article  Google Scholar 

  • Ding T, Ke Z (2015) Characteristics and changes of regional wet and dry heat wave events in China during 1960–2013. Theor Appl Climatol 122(3):651–665

    Article  Google Scholar 

  • Doblas-Reyes FJ, Pavan V, Stephenson DB (2003) The skill of multi-model seasonal forecasts of the wintertime North Atlantic Oscillation. Clim Dyn 21:501–514

    Article  Google Scholar 

  • Duan A, Wu G, Liu Y, Ma Y, Zhao P (2012) Weather and climate effects of the Tibetan Plateau. Adv Atmos Sci 29(5):978–992

    Article  Google Scholar 

  • Duan W, Song L, Li Y, Mao J (2013) Modulation of PDO on the predictability of the interannual variability of early summer rainfall over south China. J Geophys Res Atmos 118:13008–13021

    Article  Google Scholar 

  • Easterling DR, Evans JL, Groisman PY, Karl TR, Kunkel KE et al (2000) Observed variability and trends in extreme climate events: a brief review. Bull Am Meteorol Soc 81:417–425

    Article  Google Scholar 

  • Fan K, Liu Y, Chen H (2012) Improving the prediction of the East Asian summer monsoon: new approaches. Weather Forecast 27:1017–1030

    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 24:656–665

    Google Scholar 

  • Feng J, Wang L, Chen W (2014) How does the east Asian Summer Monsoon behave in the decaying phase of El Niño during different PDO phases? J Clim 27(7):2682–2698

    Article  Google Scholar 

  • Gao M, Wang B, Yang J et al (2018) Are peak summer sultry heat wave days over the Yangtze-Huaihe River Basin predictable. J Clim 31(6):2185–2196

    Article  Google Scholar 

  • Gershunov A, Barnett TP (1998) Interdecadal modulation of ENSO teleconnections. Bull Am Meteorol Soc 79(12):2715–2725

    Article  Google Scholar 

  • Gong Z, Dogar MM, Qiao S, Hu P, Feng G (2017) Limitations of BCC_CSM’s ability to predict summer precipitation over East Asia and the northwestern Pacific. Atmos Res 193:184–191

    Article  Google Scholar 

  • Gong Z, Dogar MM, Qiao S, Hu P, Feng G (2018) 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 

  • Hannachi A, Stephenson D, Sperber K (2003) Probability-based methods for quantifying nonlinearity in the ENSO. Clim Dyn 20:241–256

    Article  Google Scholar 

  • He C, Zhou T, Wu B (2015) The key oceanic regions responsible for the interannual variability of the western North Pacific subtropical high and associated mechanisms. J Meteorol Res 29:562–575

    Article  Google Scholar 

  • He C, Wu B, Li C, Lin A, Gu D, Zheng B, Zhou T (2016) How much of the interannual variability of East Asian summer rainfall is forced by SST? Clim Dyn 47:555–565

    Article  Google Scholar 

  • Hermanson L, Ren HL, Vellinga M et al (2018) Different types of drifts in two seasonal forecast systems and their dependence on ENSO. Clim Dyn 51:1411–1426

    Article  Google Scholar 

  • Hu K, Huang G, Wu R (2013) A strengthened influence of ENSO on August high temperature extremes over the southern Yangtze River Valley since the late 1980s. J Clim 26:2205–2221

    Article  Google Scholar 

  • Huang R, Wu Y (1989) The influence of ENSO on the summer climate change in China and its mechanism. Adv Atmos Sci 6(1):21–32

    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 

  • IPCC (2013) Climate change 2013: the physical science basis. Cambridge University Press, Cambridge, p 1535

    Google Scholar 

  • Johnson SJ, Turner A, Woolnough S et al (2017) An assessment of Indian monsoon seasonal forecasts and mechanisms underlying monsoon interannual variability in the Met Office GloSea5-GC2 system. Clim Dyn 48:1447–1465

    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 Am Meteor Soc 83:1631–1643

    Article  Google Scholar 

  • Kosaka Y, Chowdary JS, Xie S, Min Y, Lee J-Y (2012) Limitations of seasonal predictability for summer climate over East Asia and the Northwestern Pacific. J Clim 25(21):7574–7589

    Article  Google Scholar 

  • Kunkel K, Roger A, Stanley A (1999) Temporal fluctuations in weather and climate extremes that cause economic and human health impacts: a review. Bull Am Meteor Soc 80:1077–1098

    Article  Google Scholar 

  • Li T, Wang B, Wu B, Zhou T, Chang CP, Zhang R (2017) Theories on formation of an anomalous anticyclone in western North Pacific during El Niño: a review. J Meteorol Res 31(6):987–1006

    Article  Google Scholar 

  • Li J, Zheng F, Sun C, Feng J, Wang J (2019) Pathways of influence of the Northern Hemisphere mid-high latitudes on East Asian climate: a review. Adv Atmos Sci 36(9):901–902

    Article  Google Scholar 

  • Li RKK, Tam CY, Lau NC, Sohn SJ, Ahn JB (2020) Potential predictability of the Silk Road pattern and the role of SST as inferred from seasonal hindcast experiments of a coupled climate model. J Clim 33:9567–9580

    Article  Google Scholar 

  • Liang J, Yang XQ, Sun DZ (2017) Factors determining the asymmetry of ENSO. J Clim 30(16):6097–6106

    Article  Google Scholar 

  • Liu Y, Ke Z, Ding Y (2019a) Predictability of East Asian summer monsoon in seasonal climate forecast models. Int J Climatol 39:5688–5701

    Article  Google Scholar 

  • Liu T, Tang Y, Yang D et al (2019b) The relationship among probabilistic, deterministic and potential skills in predicting the ENSO for the past 161 years. Clim Dyn 53:6947–6960

    Article  Google Scholar 

  • Lu R, Li Y, Dong B (2006) External and internal summer atmospheric variability in the Western North Pacific and East Asia. J Meteorol Soc Jpn Ser II 84(3):447–462

    Article  Google Scholar 

  • Luo M, Lau N (2019) Amplifying effect of ENSO on heat waves in China. Clim Dyn 52:3277–3289

    Article  Google Scholar 

  • Luo L, Tang W, Lin Z et al (2013) Evaluation of summer temperature and precipitation predictions from NCEP CFSv2 retrospective forecast over China. Clim Dyn 41:2213–2230

    Article  Google Scholar 

  • MacLachlan C, Arribas A, Peterson KA et al (2015) Global Seasonal forecast system version 5 (GloSea5): a high-resolution seasonal forecast system. Q J R Meteorol Soc 141(689):1072–1084

    Article  Google Scholar 

  • Müller W, Appenzeller C, Schär C (2005) Probabilistic seasonal prediction of the winter North Atlantic Oscillation and its impact on near surface temperature. Clim Dyn 24:213–226

    Article  Google Scholar 

  • National Research Council (2010) Assessment of intraseasonal to interannual climate prediction and predictability. National Academies Press, Washington, p 192

    Google Scholar 

  • Ng CHJ, Vecchi GA, Muñoz ÁG et al (2019) An asymmetric rainfall response to ENSO in East Asia. Clim Dyn 52:2303–2318

    Article  Google Scholar 

  • Palmer TN (2000) Predicting uncertainty in forecasts of weather and climate. Rep Prog Phys 63(2):71–116

    Article  Google Scholar 

  • Palmer TN (2002) The economic value of ensemble forecasts as a tool for risk assessment: from days to decades. Q J R Meteorol Soc 128(581):747–774

    Article  Google Scholar 

  • Peng J (2014) An investigation of the formation of the heat wave in southern China in summer 2013 and the relevant abnormal subtropical high activities. Atmos Ocean Sci Lett 7(4):286–290

    Article  Google Scholar 

  • Qiao S, Gong Z, Feng G, Qian Z (2015) Relationship between cold winters over Northern Asia and the subsequent hot summers over mid-lower reaches of the Yangtze River valley under global warming. Atmos Sci Lett 16(4):479–484

    Article  Google Scholar 

  • Qiao S, Hu P, Feng T, Cheng J, Han Z, Gong Z, Feng G (2018) Enhancement of the link between the winter Arctic oscillation and the following summer circulation anomalies over central East Asia since the early 1990s. Clim Dyn 50(9–10):3485–3503

    Article  Google Scholar 

  • Richardson DS (2006) Predictability and economic value. In: Palmer T, Hagedorn R (eds) Predictability of weather and climate. Cambridge University Press, Cambridge, pp 628–644

    Chapter  Google Scholar 

  • Saha S, Moorthi S, Wu X, Wang J, Nadiga S, Tripp P, Behringer D, Hou YT, Chuang HY, Iredell M, Ek M, Meng J, Yang R, Mendez MP, van den Dool H, Zhang Q, Wang W, Chen M, Becker E (2014) The NCEP climate forecast system version 2. J Clim 27:2185–2208

    Article  Google Scholar 

  • Shi J, Qian W (2018) Asymmetry of two types of ENSO in the transition between the East Asian winter monsoon and the ensuing summer monsoon. Clim Dyn 51:3907–3926

    Article  Google Scholar 

  • Silva GAM, Drumond A, Ambrizzi T (2011) The impact of El Niño on South American summer climate during different phases of the Pacific Decadal Oscillation. Theor Appl Climatol 106:307–319

    Article  Google Scholar 

  • Sun J (2014) Record-breaking SST over mid-North Atlantic and extreme high temperature over the Jianghuai–Jiangnan region of China in 2013. Chin Sci Bull 59(27):3465–3470

    Article  Google Scholar 

  • Takaya Y, Hirahara S, Yasuda T, Matsueda S, Toyoda T, Fujii Y et al (2017) 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(3–4):751–765

    Google Scholar 

  • Tang S, Qiao S, Feng T, Jia Z, Zang N, Feng G (2021) Predictability of the midsummer surface air temperature over the Yangtze River valley in the National Centers for Environmental Prediction Climate Forecast System. Int J Climatol 41:811–829

    Article  Google Scholar 

  • Tao W, Huang G, Wu R et al (2017) Asymmetry in summertime atmospheric circulation anomalies over the northwest Pacific during decaying phase of El Niño and La Niña. Clim Dyn 49:2007–2023

    Article  Google Scholar 

  • Tippett MK, Ranganathan M, Heureux M et al (2019) Assessing probabilistic predictions of ENSO phase and intensity from the North American Multimodel Ensemble. Clim Dyn 53:7497–7518

    Article  Google Scholar 

  • Wang B, Xie X (1997) A model for the boreal summer intraseasonal oscillation. J Atmos Sci 54(1):72–86

    Article  Google Scholar 

  • Wang B, Xiang BQ, Lee J-Y (2013) Subtropical High predictability establishes a promising way for monsoon and tropical storm predictions. Proc Natl Acad Sci USA 110:2718–2722

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Wang X, Li T, Chen M (2019) Mechanism for asymmetric atmospheric responses in the western North Pacific to El Niño and La Niña. Clim Dyn 53:3957–3969

    Article  Google Scholar 

  • Wei K, Chen W (2009) Climatology and trends of high temperature extremes across China in summer. Atmos Ocean Sci Lett 2:153–158

    Article  Google Scholar 

  • Weigel AP, Liniger MA, Appenzeller C (2007) The discrete brier and ranked probability skill scores. Mon Weather Rev 135(1):118–124

    Article  Google Scholar 

  • Williams KD, Harris CM, Bodas-Salcedo A, Camp J, Comer RE, Copsey D, Fereday D, Graham T, Hill R, Hinton T, Hyder P, Ineson S, Masato G, Milton SF, Roberts MJ, Rowell DP, Sanchez C, Shelly A, Sinha B, Walters DN, West A, Woollings T, Xavier PK (2015) The met office global coupled model 2.0 (gc2) configuration. Geosci Model Dev 8(5):1509–1524

    Article  Google Scholar 

  • Wu B, Zhou T, Li T (2009a) Seasonally evolving dominant interannual variability modes of East Asian climate. J Clim 22:2992–3005

    Article  Google Scholar 

  • Wu B, Zhou T, Li T (2009b) Contrast of rainfall-SST relationships in the western North Pacific between the ENSO-developing and ENSO-decaying summers. J Clim 22:4398–4405

    Article  Google Scholar 

  • Xie SP, Hu K, Hafner J, Tokinaga H, Du Y, Huang G, Sampe T (2009) Indian Ocean capacitor effect on Indo–Western Pacific climate during the summer following El Niño. J Clim 22:730–747

    Article  Google Scholar 

  • Yang D, Yang XQ, Ye D et al (2018) On the relationship between probabilistic and deterministic skills in dynamical seasonal climate prediction. J Geophys Res Atmos 123:5261–5283

    Article  Google Scholar 

  • Ye L, Yang G, Van Ranst E, Tang H (2013) Time-series modeling and prediction of global monthly absolute temperature for environmental decision making. Adv Atmos Sci 30:382–396

    Article  Google Scholar 

  • Zhang J, Wu L, Dong W (2011) Land-atmosphere coupling and summer climate variability over East Asia. J Geophys Res Atmos 116(D5):D05117

    Article  Google Scholar 

  • Zhang G, Zeng G, Li C et al (2020) Impact of PDO and AMO on interdecadal variability in extreme high temperatures in North China over the most recent 40-year period. Clim Dyn 54:3003–3020

    Article  Google Scholar 

Download references

Acknowledgements

This study acknowledges the support of the National Key Research and Development Program of China (2017YFC1502303), the General Program of the National Natural Science Foundation of China (41905057, 41975088, 41975098, 41875101), the China Postdoctoral Science Foundation funded project (2021T140757), the Fundamental Research Funds for the Central University, Sun Yat-sen University (2021qntd29), and the Innovation Group Project of Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) (No. 311021009).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Shaobo Qiao.

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 (DOCX 1179 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Tang, S., Qiao, S., Feng, T. et al. Asymmetry of probabilistic prediction skills of the midsummer surface air temperature over the middle and lower reach of the Yangtze River valley. Clim Dyn 57, 3285–3302 (2021). https://doi.org/10.1007/s00382-021-05866-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00382-021-05866-x

Keywords