Abstract
This study investigates the coupled variability of temperature and precipitation in eastern China during summer using empirical orthogonal function (EOF) analysis to better understand and mitigate simultaneous occurrences of extreme events, such as compound droughts and heat waves. Two dominant modes are identified: the first exhibits a strong warming and drying trend in the region north of the Yangtze River, with the opposite occurring in the south; the second illustrates decadal oscillations in temperature and precipitation, alternating between cool-wet conditions and warm-dry conditions in southern China. The underlying mechanisms for these leading modes are revealed through correlation, composite analysis, and model simulations. The first mode is associated with a negative Pacific-Japan teleconnection in the lower atmosphere and a stationary Rossby wave train across Eurasia in the upper troposphere, which are influenced by global warming and sea surface temperature anomalies in the western North Atlantic. The second mode is linked to alternating active periods of the North Atlantic Oscillation (NAO) and Pacific Decadal Oscillation (PDO). The NAO exerts a significant influence on the summer climate in eastern China during its active phases, while the PDO shows an opposite effect when the NAO is less active. These findings provide valuable implications for long-term planning and adaptation strategies to better cope with compound extreme events in eastern China.












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Data availability
The precipitation data from the GPCP and SST data from the ERSSTv5 datasets are available at https://psl.noaa.gov/. The ERA5 reanalysis dataset is archived at https://www.ecmwf.int/en/forecasts/datasets/reanalysis-datasets/era5.
References
Adler RF, Huffman GJ, Chang A et al (2003) The version-2 global precipitation climatology project (GPCP) monthly precipitation analysis (1979–present). J Hydrometeorol 4:1147–1167
Apurv T, Xu Y-P, Wang Z, Cai X (2019) Multidecadal changes in meteorological drought severity and their drivers in Mainland China. J Geophys Res: Atmos 124:12937–12952. https://doi.org/10.1029/2019JD031317
Chen R, Lu R (2015) Comparisons of the circulation anomalies associated with extreme heat in different regions of Eastern China. J Clim 28:5830–5844. https://doi.org/10.1175/JCLI-D-14-00818.1
Chen Z, Zhang J (2020) The characteristics of late summer extreme precipitation in Northern China and associated large-scale circulations. Int J Climatol 40:5170–5187. https://doi.org/10.1002/joc.6512
Deser C, Lehner F, Rodgers KB et al (2020) Insights from Earth system model initial-condition large ensembles and future prospects. Nat Clim Chang 10:277–286. https://doi.org/10.1038/s41558-020-0731-2
Ding Y, Ren G, Zhao Z et al (2007) Detection, causes and projection of climate change over China: an overview of recent progress. Adv Atmos Sci 24:954–971. https://doi.org/10.1007/s00376-007-0954-4
Eyring V, Bony S, Meehl GA et al (2016) Overview of the coupled model intercomparison project phase 6 (CMIP6) experimental design and organization. Geosci Model Dev 9:1937–1958. https://doi.org/10.5194/gmd-9-1937-2016
Guan W, Hu H, Ren X, Yang X-Q (2019) Subseasonal zonal variability of the western pacific subtropical high in summer: climate impacts and underlying mechanisms. Clim Dyn 53:3325–3344. https://doi.org/10.1007/s00382-019-04705-4
Hersbach H, Bell B, Berrisford P et al (2020) The ERA5 global reanalysis. Q J R Meteorol Soc 146:1999–2049
Hu Z-Z, Yang S, Wu R (2003) Long-term climate variations in China and global warming signals. J Geophys Research: Atmos 108. doi: 10.1029/2003JD003651.
Hu Y, Maskey S, Uhlenbrook S (2012) Trends in temperature and rainfall extremes in the Yellow River source region, China. Clim Change 110:403–429. https://doi.org/10.1007/s10584-011-0056-2
Hu Y, Zhou B, Han T et al (2022) In-phase variations of spring and summer droughts over Northeast China and their relationship with the North Atlantic oscillation. J Clim 35:6923–6937. https://doi.org/10.1175/JCLI-D-22-0052.1
Huang B, Thorne PW, Banzon VF et al (2017) Extended reconstructed sea surface temperature, version 5 (ERSSTv5): upgrades, validations, and intercomparisons. J Clim 30:8179–8205
Hurrell JW (1995) Decadal trends in the North Atlantic oscillation: regional temperatures and precipitation. Science 269:676–679. https://doi.org/10.1126/science.269.5224.676
Kornhuber K, Osprey S, Coumou D et al (2019) Extreme weather events in early summer 2018 connected by a recurrent hemispheric wave-7 pattern. Environ Res Lett 14:054002. https://doi.org/10.1088/1748-9326/ab13bf
Kornhuber K, Coumou D, Vogel E et al (2020) Amplified Rossby waves enhance risk of concurrent heatwaves in major breadbasket regions. Nat Clim Chang 10:48–53. https://doi.org/10.1038/s41558-019-0637-z
Li J, Wu Z, Jiang Z, He J (2010) Can global warming strengthen the East Asian summer Monsoon? J Clim 23:6696–6705. https://doi.org/10.1175/2010JCLI3434.1
Li J, Sun C, Jin F-F (2013) NAO implicated as a predictor of Northern Hemisphere mean temperature multidecadal variability. Geophys Res Lett 40:5497–5502. https://doi.org/10.1002/2013GL057877
Li M, Luo D, Yao Y, Zhong L (2020) Large-scale atmospheric circulation control of summer extreme hot events over China. Int J Climatol 40:1456–1476. https://doi.org/10.1002/joc.6279
Li Y, Zhou W, Yang S et al (2022) Recent early-spring drying trend over Southern China associated with changes in the zonal thermal contrast over the pacific. J Clim 35:2885–2896. https://doi.org/10.1175/JCLI-D-21-0891.1
Liu L, Wang X, Feng G et al (2021) Variation of main rainy-season precipitation in Eastern China and relevance to regional warming. Int J Climatol 41:1767–1783. https://doi.org/10.1002/joc.6929
Ma Z (2007) The interdecadal trend and shift of dry/wet over the central part of North China and their relationship to the Pacific decadal oscillation (PDO). Chin Sci Bull 52:2130–2139. https://doi.org/10.1007/s11434-007-0284-z
Mantua NJ, Hare SR, Zhang Y et al (1997) A pacific interdecadal climate oscillation with impacts on salmon production. Bull Am Meteorol Soc 78:1069–1080. https://doi.org/10.1175/1520-0477(1997)078%3c1069:APICOW%3e2.0.CO;2
Nitta T (1989) Global features of the Pacific-Japan oscillation. Meteorl Atmos Phys 41:5–12. https://doi.org/10.1007/BF01032585
Nitta T, Hu Z-Z (1996) Summer climate variability in China and its association with 500 hPa height and tropical convection. J Meteorol Soc Jpn Ser II 74:425–445. https://doi.org/10.2151/jmsj1965.74.4_425
North GR, Bell TL, Cahalan RF, Moeng FJ (1982) Sampling errors in the estimation of empirical orthogonal functions. Mon Weather Rev 110:699–706. https://doi.org/10.1175/1520-0493(1982)110%3c0699:SEITEO%3e2.0.CO;2
Peng J-B (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 7:286–290. https://doi.org/10.1080/16742834.2014.11447177
Qi L, Wang Y (2012) Changes in the observed trends in extreme temperatures over China around 1990. J Clim 25:5208–5222. https://doi.org/10.1175/JCLI-D-11-00437.1
Qin N, Chen X, Fu G et al (2010) Precipitation and temperature trends for the Southwest China: 1960–2007. Hydrol Process 24:3733–3744. https://doi.org/10.1002/hyp.7792
Rousi E, Kornhuber K, Beobide-Arsuaga G et al (2022) Accelerated western european heatwave trends linked to more-persistent double jets over Eurasia. Nat Commun 13:3851. https://doi.org/10.1038/s41467-022-31432-y
Sardeshmukh PD, Hoskins BJ (1988) The generation of global rotational flow by steady idealized tropical divergence. J Atmos Sci 45:1228–1251
Su BD, Jiang T, Jin WB (2006) Recent trends in observed temperature and precipitation extremes in the Yangtze River basin, China. Theoret Appl Climatol 83:139–151. https://doi.org/10.1007/s00704-005-0139-y
Sun B, Wang H, Zhou B, Li H (2019) Interdecadal variation in the synoptic features of Mei-Yu in the Yangtze River Valley region and relationship with the Pacific decadal oscillation. J Clim 32:6251–6270. https://doi.org/10.1175/JCLI-D-19-0017.1
Takaya K, Nakamura H (2001) A formulation of a phase-independent wave-activity flux for stationary and migratory quasigeostrophic eddies on a zonally varying basic flow. J Atmos Sci 58:608–627
Thompson DWJ, Wallace JM, Hegerl GC (2000) Annular modes in the extratropical circulation. Part II: trends. J Clim 13:1018–1036. https://doi.org/10.1175/1520-0442(2000)013%3c1018:AMITEC%3e2.0.CO;2
Trenberth KE, Shea DJ (2005) Relationships between precipitation and surface temperature: precipitation and temperature relations. Geophys Res Lett. https://doi.org/10.1029/2005GL022760
Wang S, Gong D (2000) Enhancement of the warming trend in China. Geophys Res Lett 27:2581–2584. https://doi.org/10.1029/1999GL010825
Wang W, Zhou W, Li X et al (2016) Synoptic-scale characteristics and atmospheric controls of summer heat waves in China. Clim Dyn 46:2923–2941. https://doi.org/10.1007/s00382-015-2741-8
Wei K, Chen W (2011) An abrupt increase in the summer high temperature extreme days across China in the mid-1990s. Adv Atmos Sci 28:1023–1029. https://doi.org/10.1007/s00376-010-0080-6
Woollings T, Franzke C, Hodson DLR et al (2015) Contrasting interannual and multidecadal NAO variability. Clim Dyn 45:539–556. https://doi.org/10.1007/s00382-014-2237-y
Wu X, Hao Z, Hao F et al (2021) Influence of large-scale circulation patterns on compound dry and hot events in China. J Geophys Res: Atmos. https://doi.org/10.1029/2020JD033918.e2020JD033918
Ye Y, Qian C (2021) Conditional attribution of climate change and atmospheric circulation contributing to the record-breaking precipitation and temperature event of summer 2020 in Southern China. Environ Res Lett 16:044058. https://doi.org/10.1088/1748-9326/abeeaf
Yu R, Wang B, Zhou T (2004) Tropospheric cooling and summer monsoon weakening trend over East Asia: tropospheric cooling and monsoon weakening. Geophys Res Lett. https://doi.org/10.1029/2004GL021270
Zhai P, Pan X (2003) Trends in temperature extremes during 1951–1999 in China. Geophys Res Lett. https://doi.org/10.1029/2003GL018004
Zhang G, Zeng G, Li C, Yang X (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. https://doi.org/10.1007/s00382-020-05155-z
Zhou T, Zhang L, Li H (2008) Changes in global land monsoon area and total rainfall accumulation over the last half century. Geophys Res Lett 35:L16707. https://doi.org/10.1029/2008GL034881
Zhu Y, Yang X (2003) Relationships between Pacific decadal oscillation (PDO) and climate variabilities in China. Acta Meteor Sin 61:641–654
Acknowledgements
This work was jointly supported by the National Natural Science Foundation of China (Grant No. 42005010, 4212010400, 42192563), and the Hong Kong RGC General Research Fund 11300920.
Funding
National Natural Science Foundation of China: 42005010, Yue Zhang; 4212010400, Wen Zhou; 42192563, Wen Zhou;Hong Kong RGC General Research Fund: 11300920, Wen Zhou.
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Zhang, Y., Zhou, W., Yu, X. et al. Long-term coupled variability of temperature and precipitation in eastern China and the underlying mechanisms. Clim Dyn 62, 1447–1465 (2024). https://doi.org/10.1007/s00382-023-06963-9
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DOI: https://doi.org/10.1007/s00382-023-06963-9


