Skip to main content

Advertisement

Log in

A multi-proxy reconstruction of spatial and temporal variations in Asian summer temperatures over the last millennium

  • Published:
Climatic Change Aims and scope Submit manuscript

Abstract

To investigate climate variability in Asia during the last millennium, the spatial and temporal evolution of summer (June–July–August; JJA) temperature in eastern and south-central Asia is reconstructed using multi-proxy records and the regularized expectation maximization (RegEM) algorithm with truncated total least squares (TTLS), under a point-by-point regression (PPR) framework. The temperature index reconstructions show that the late 20th century was the warmest period in Asia over the past millennium. The temperature field reconstructions illustrate that temperatures in central, eastern, and southern China during the 11th and 13th centuries, and in western Asia during the 12th century, were significantly higher than those in other regions, and comparable to levels in the 20th century. Except for the most recent warming, all identified warm events showed distinct regional expressions and none were uniform over the entire reconstruction area. The main finding of the study is that spatial temperature patterns have, on centennial time-scales, varied greatly over the last millennium. Moreover, seven climate model simulations, from the Coupled Model Intercomparison Project Phase 5 (CMIP5), over the same region of Asia, are all consistent with the temperature index reconstruction at the 99 % confidence level. Only spatial temperature patterns extracted as the first empirical orthogonal function (EOF) from the GISS-E2-R and MPI-ESM-P model simulations are significant and consistent with the temperature field reconstruction over the past millennium in Asia at the 90 % confidence level. This indicates that both the reconstruction and the simulations depict the temporal climate variability well over the past millennium. However, the spatial simulation or reconstruction capability of climate variability over the past millennium could be still limited. For reconstruction, some grid points do not pass validation tests and reveal the need for more proxies with high temporal resolution, accurate dating, and sensitive temperature signals, especially in central Asia and before AD 1400.

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

Similar content being viewed by others

References

  • Anchukaitis KJ, Breitenmoser P, Briffa KR, Buchwal A, Büntgen U, Cook ER, D’Arrigo RD, Esper J, Evans MN, Frank D, Grudd H, Gunnarson BE, Hughes MK, Kirdyanov AV, Korner C, Krusic PJ, Luckman B, Melvin TM, Salzer MW, Shashkin AV, Timmreck C, Vaganov EA, Wilson RJS (2012) Tree rings and volcanic cooling. Nat Geosci 5:836–837

    Article  Google Scholar 

  • Cook ER, Briffa KR, Meko DM, Graybill DA, Funkhouser G (1995) The ‘segment length curse’ in long tree-ring chronology development for palaeoclimatic studies. The Holocene 5(2):229–237

    Article  Google Scholar 

  • Cook ER, Meko DM, Stahle DW, Cleaveland MK (1999) Drought reconstructions for the continental United States. J Clim 12(4):1145–1162

    Article  Google Scholar 

  • Cook ER, Krusic PJ, Anchukaitis KJ, Buckley BM, Nakatsuka T, Sano M (2013) Tree-ring reconstructed summer temperature anomalies for temperate East Asia since 800 CE. Clim Dyn 41(11–12):2957–2972

    Article  Google Scholar 

  • Dufresne J-L, Foujols M-A, Denvil S, Caubel A, Marti O, Aumont O, Balkanski Y, Bekki S, Bellenger H, Benshila R (2013) Climate change projections using the IPSL-CM5 Earth System Model: from CMIP3 to CMIP5. Clim Dyn 40(9–10):2123–2165

    Article  Google Scholar 

  • Esper J, Schneider L, Krusic P, Luterbacher J, Büntgen U, Timonen M, Sirocko F, Zorita E (2013) European summer temperature response to annually dated volcanic eruptions over the past nine centuries. Bull Volcanol 75(7):1–14

    Google Scholar 

  • Ge QS, Zheng JY, Hao ZX, Shao XM, Wang W-C, Luterbacher J (2010) Temperature variation through 2000 years in China: an uncertainty analysis of reconstruction and regional difference. Geophys Res Lett 37, L03703. doi:10.1029/2009gl041281

    Google Scholar 

  • Ge Q, Zheng J, Hao Z, Liu H (2013) General characteristics of climate changes during the past 2000 years in China. Sci China Earth Sci 56(2):321–329

    Article  Google Scholar 

  • Guiot J, Corona C, Escarsel (2010) Growing season temperatures in Europe and climate forcings over the past 1400 years. PLoS ONE 5:3. doi:10.1371/journal.pone.0009972

    Article  Google Scholar 

  • Jones PD, Briffa KR, Barnett TP, Tett SFB (1998) High-resolution palaeoclimatic records for the last millennium: interpretation, integration and comparison with General Circulation Model control-run temperatures. The Holocene 8(4):455–471

    Article  Google Scholar 

  • Jones PD, Lister DH, Osborn TJ, Harpham C, Salmon M, Morice CP (2012) Hemispheric and large-scale land-surface air temperature variations: an extensive revision and an update to 2010. J Geophys Res 117:D5. doi:10.1029/2011jd017139

    Google Scholar 

  • Jungclaus JH, Lorenz SJ, Timmreck C, Reick CH, Brovkin V, Six K, Segschneider J, Giorgetta MA, Crowley TJ, Pongratz J, Krivova NA, Vieira LE, Solanki SK, Klocke D, Botzet M, Esch M, Gayler V, Haak H, Raddatz TJ, Roeckner E, Schnur R, Widmann H, Claussen M, Stevens B, Marotzke J (2010) Climate and carbon-cycle variability over the last millennium. Clim Past 6(5):723–737

    Article  Google Scholar 

  • Landrum L, Otto-Bliesner BL, Wahl ER, Conley A, Lawrence PJ, Rosenbloom N, Teng H (2013) Last millennium climate and its variability in CCSM4. J Clim 26(4):1085–1111

    Article  Google Scholar 

  • 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

    Article  Google Scholar 

  • Ljungqvist FC, Krusic PJ, Brattström G, Sundqvist HS (2012) Northern Hemisphere temperature patterns in the last 12 centuries. Clim Past 8(1):227–249

    Article  Google Scholar 

  • Man W, Zhou T (2014) Regional-scale surface air temperature and East Asian summer monsoon changes during the last millennium simulated by the FGOALS-gl climate system model. Adv Atmos Sci 31(4):765–778

    Article  Google Scholar 

  • Mann ME, Rutherford S, Wahl E, Ammann C (2007) Robustness of proxy-based climate field reconstruction methods. J Geophys Res 112, D12109. doi:10.1029/2006jd008272

    Article  Google Scholar 

  • Mann ME, Zhang ZH, Hughes MK, Bradley RS, Miller SK, Rutherford S, Ni FB (2008) Proxy-based reconstructions of hemispheric and global surface temperature variations over the past two millennia. Proc Natl Acad Sci U S A 105(36):13252–13257

    Article  Google Scholar 

  • Mann ME, Zhang ZH, Rutherford S, Bradley RS, Hughes MK, Shindell D, Ammann C, Faluvegi G, Ni FB (2009) Global signatures and dynamical origins of the Little Ice Age and Medieval Climate Anomaly. Science 326(5957):1256–1260

  • Mann ME, Fuentes JD, Rutherford S (2012) Underestimation of volcanic cooling in tree-ring-based reconstructions of hemispheric temperatures. Nat Geosci 5(3):202–205

    Article  Google Scholar 

  • Masson-Delmotte V, Schulz M, Abe-Ouchi A, Beer J, Ganopolski A, Rouco J, Jansen E, Lambeck K, Luterbacher J, Naish T (2013) Information from paleoclimate archives. In: Stocker TF et al (eds) Climate change 2013: the Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge Univ. Press, Cambridge

  • Moberg A, Sonechkin DM, Holmgren K, Datsenko NM, Karlén W (2005) Highly variable Northern Hemisphere temperatures reconstructed from low- and high-resolution proxy data. Nature 433(7026):613–617

    Article  Google Scholar 

  • Neukom R, Luterbacher J, Villalba R, Kuttel M, Frank D, Jones PD, Grosjean M, Wanner H, Aravena JC, Black DE, Christie DA, D’Arrigo R, Lara A, Morales M, Soliz-Gamboa C, Srur A, Urrutia R, von Gunten L (2011) Multiproxy summer and winter surface air temperature field reconstructions for southern South America covering the past centuries. Clim Dyn 37(1-2):35–51

    Article  Google Scholar 

  • Newman L, Wanner H, Kiefer T (2009) Towards a global synthesis of the climate of the last 2 millennium. PAGES News 17(3):130

    Google Scholar 

  • PAGES 2k Consortium (2013) Continental-scale temperature variability during the past two millennia. Nat Geosci 6(5):339–346

  • Schmidt GA, Jungclaus JH, Ammann CM, Bard E, Braconnot P, Crowley TJ, Delaygue G, Joos F, Krivova NA, Muscheler R, Otto-Bliesner BL, Pongratz J, Shindell DT, Solanki SK, Steinhilber F, Vieira LEA (2012) Climate forcing reconstructions for use in PMIP simulations of the Last Millennium (v1.1). Geosci Model Dev 5(1):185–191

    Article  Google Scholar 

  • Schmidt GA, Kelley M, Nazarenko L, Ruedy R, Russell GL, Aleinov I, Bauer M, Bauer SE, Bhat MK, Bleck R (2014) Configuration and assessment of the GISS ModelE2 contributions to the CMIP5 archive. J Adv Model Earth Syst 6(1):141–184

    Article  Google Scholar 

  • Schneider, T (2001) Analysis of incomplete climate data: Estimation of mean values and covariance matrices and imputation of missing values. J Clim 14(5): 853–871

  • Schurer A, Hegerl G, Mann ME, Tett SFB, Phipps SJ (2013) Separating forced from chaotic climate variability over the past millennium. J Clim 26(18):6954–6973

    Article  Google Scholar 

  • Shi F, Yang B, von Gunten L (2012) Preliminary multiproxy surface air temperature field reconstruction for China over the past millennium. Sci China Earth Sci 55(12):2058–2067

    Article  Google Scholar 

  • Timmreck C, Lorenz SJ, Crowley TJ, Kinne S, Raddatz TJ, Thomas MA, Jungclaus JH (2009) Limited temperature response to the very large AD 1258 volcanic eruption. Geophys Res Lett 36. doi:10.1029/2009gl040083

  • Wang S, Wang R (1990) Seasonal and annual temperature variations since 1470 AD in East China. Acta Meteorol Sin 4(3):428–439

    Google Scholar 

  • Wang S, Wen X, Luo Y, Dong W, Zhao Z, Yang B (2007) Reconstruction of temperature series of China for the last 1000 years. Chin Sci Bull 52(23):3272–3280

    Article  Google Scholar 

  • Wang J, Emile-Geay J, Guillot D, Smerdon JE, Rajaratnam B (2014) Evaluating climate field reconstruction techniques using improved emulations of real-world conditions. Clim Past 10(1):1–19

    Article  Google Scholar 

  • Wu T, Yu R, Zhang F, Wang Z, Dong M, Wang L, Jin X, Chen D, Li L (2010) The Beijing Climate Center atmospheric general circulation model: description and its performance for the present-day climate. Clim Dyn 34(1):123–147

    Article  Google Scholar 

  • Wu G, Liu Y, He B, Bao Q, Duan A, Jin F-F (2012) Thermal controls on the Asian summer monsoon. Sci. Rep., 2, 404. doi:10.1038/srep00404

  • Yang F, Shi F, Kang S, Wang S, Xiao Z, Nakatsuka T, Shi J (2013) Comparison of the dryness/wetness index in China with the Monsoon Asia Drought Atlas. Theor Appl Climatol 114(3–4):553–566

    Article  Google Scholar 

  • Zhang D (1980) Winter temperature changes during the last 500 years in South China. Chin Sci Bull 25(6):497–500

    Google Scholar 

Download references

Acknowledgments

Version B of the reconstruction is a contribution to the PAGES Asia2k working group. We are indebted to Lucien von Gunten for helpful comments and assistance, and thank Edward R. Cook, Brendan Buckley, Kevin Anchukaitis, Paul J. Krusic, Chun Qin, Xuemei Shao, Jingyun Zheng, Hemant Borgaonkar, Katsuhiko Kimura, Masumi Zaiki, Koh Yasue, Achim Bräuning, Jiangfeng Li, Yujiang Yuan, Hongbing Liu, Yu Liu, Qibing Zhang, Jinbao Li, Jianfeng Peng, Xiaohua Gou, Haifeng Zhu, Shaowu Wang, Deer Zhang, Jonathan Palmer, Paul Sheppard, Margit Schwikowski, Tatyana Papina and other scientists who have contributed their proxy data for the study region to the publicly available database. The study was jointly funded by the CAS Strategic Priority Research Program Grant (XDA05080800; XDB03020500), and the National Natural Science Foundation of China (41301220). Feng Shi was supported by China Meteorological Administration Drought Research (IAM201213) and West Light Program for Talent Cultivation of Chinese Academy of Sciences.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Quansheng Ge.

Electronic supplementary material

Below is the link to the electronic supplementary material.

ESM 1

(DOC 2.93 mb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Shi, F., Ge, Q., Yang, B. et al. A multi-proxy reconstruction of spatial and temporal variations in Asian summer temperatures over the last millennium. Climatic Change 131, 663–676 (2015). https://doi.org/10.1007/s10584-015-1413-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10584-015-1413-3

Keywords

Navigation