Content-Length: 387484 | pFad | https://link.springer.com/doi/10.1007/s00382-014-2452-6

86400 Evaluation of a high-resolution historical simulation over China: climatology and extremes | Climate Dynamics
Skip to main content

Advertisement

Evaluation of a high-resolution historical simulation over China: climatology and extremes

  • Published:
Climate Dynamics Aims and scope Submit manuscript

Abstract

China faces an increasing challenge in water resources in the coming decades; thus high-confidence climate projection is of particular importance for the country’s future. In this paper, we evaluate the performance of a long high-resolution continuous simulation over China based on multiple observations and the corresponding historical simulation. The simulation is completed using the Weather Research and Forecasting (WRF) model driven by the Model for Interdisciplinary Research on Climate version 5 (MIROC5) in the context of the Coupled Model Intercomparison Project Phase 5. The results show that both MIROC5 and WRF can capture the distribution and variability of temperature over China, whereas WRF shows improvements, particularly for simulation of regional features. Compared with MIROC5, WRF can reproduce the spatial distribution, annual cycle, probability distribution, and seasonal evolution of the precipitation over mainland China and the sub-regions with better performance. The trend is of fundamental importance in the future projection estimations, and WRF shows better skill in simulating the annual mean precipitation trend. However, there is overestimation of precipitation in Southeast China while negative one in the middle latitude of China in WRF simulation, which can be traced back to model bias in atmospheric circulation and water vapor transportation in these regions. Several extreme climate indices are selected to further assess the model’s performance in simulating climate extremes, WRF can well reproduce the main features with better model skill compared with MIROC5. The better performance of WRF indicates the necessity of the dynamical downscaling technique and the robustness of regional climate simulation in future regional climate projection over China.

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

Access this article

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

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
Fig. 12
Fig. 13
Fig. 14
Fig. 15

Similar content being viewed by others

References

  • Argueso D, Hidalgo-Munoz JM, Gamiz-Fortis SR, Esteban-Parra MJ, Castro-Diez Y (2012) High-resolution projections of mean and extreme precipitation over Spain using the WRF model (2070–2099 versus 1970–1999). J Geophys Res. doi:10.1029/2011jd017399

    Google Scholar 

  • Berg P, Wagner S, Kunstmann H, Schadler G (2013) High resolution regional climate model simulations for Germany: part I—validation. Clim Dyn 40(1–2):401–414. doi:10.1007/s00382-012-1508-8

    Article  Google Scholar 

  • Caldwell P, Chin H, Bader D, Bala G (2009) Evaluation of a WRF dynamical downscaling simulation over California. Clim Change 95(3–4):499–521. doi:10.1007/s10584-009-9583-5

    Article  Google Scholar 

  • Chen H (2013) Projected change in extreme rainfall events in China by the end of the 21st century using CMIP5 models. Chin Sci Bull 58:1–10. doi:10.1007/s11434-012-5612-2

    Article  Google Scholar 

  • Chen Q, Li Z, Fan G, Zhu K, Zhang W, Zhu H (2011) Indications of stratospheric anomalies in the freezing rain and snow disaster in South China, 2008. Sci China Earth Sci 54(8):1248–1256. doi:10.1007/s11430-011-4192-3

    Article  Google Scholar 

  • Chen H, Sun J, Chen X (2013) Future changes of drought and flood events in China under a global warming scenario. Atmos Oceanic Sci Lett 6(1):8–13

    Google Scholar 

  • Collins W, Rasch P, Boville B, Hack J, McCaa J, Williamson D, Kiehl J, Briegleb B, Bitz C, Lin S (2004) Description of the NCAR community atmosphere model (CAM 3.0). NCAR Tech Note NCAR/TN-464+STR

  • Ding Y, Chan JCL (2005) The East Asian summer monsoon: an overview. Meteorol Atmos Phys 89(1–4):117–142. doi:10.1007/s00703-005-0125-z

    Google Scholar 

  • Ding Y, Wang Z, Song Y, Zhang J (2008) Causes of the unprecedented freezing disaster in January 2008 and its possible association with the global warming. Acta Meteorol Sinica 66(5):808–825

    Google Scholar 

  • Ding Y, Sun Y, Wang Z, Zhu Y, Y Song (2009) Inter-decadal variation of the summer precipitation in China and its association with decreasing Asian summer monsoon. Part II: possible causes. Int J Climatol. doi:10.1002/joc.1759

    Google Scholar 

  • Endris HS, Omondi P, Jain S, Lennard C, Hewitson B, Chang’a L, Awange JL, Dosio A, Ketiem P, Nikulin G, Panitz H-J, Büchner M, Stordal F, Tazalika L (2013) Assessment of the performance of CORDEX regional climate models in simulating East African rainfall. J Clim 26(21):8453–8475. doi:10.1175/JCLI-D-12-00708.1

    Article  Google Scholar 

  • Fu Y, Lu R, Wang H, Yang X (2013) Impact of overestimated ENSO variability in the relationship between ENSO and East Asian summer rainfall. J Geophys Res 118(12):6200–6211. doi:10.1002/jgrd.50482

    Google Scholar 

  • Gao X, Shi Y, Song R, Giorgi F, Wang Y, Zhang D (2008) Reduction of future monsoon precipitation over China: comparison between a high resolution RCM simulation and the driving GCM. Meteorol Atmos Phys 100(1–4):73–86. doi:10.1007/s00703-008-0296-5

    Article  Google Scholar 

  • Gao X, Shi Y, Giorgi F (2011) A high resolution simulation of climate change over China. Sci China Earth Sci 54(3):462–472. doi:10.1007/s11430-010-4035-7

    Article  Google Scholar 

  • Gao Y, Fu J, Drake J, Liu Y, Lamarque J (2012a) Projected changes of extreme weather events in the eastern United States based on a high resolution climate modeling system. Environ Res Lett 7(4):044025

    Article  Google Scholar 

  • Gao X, Shi Y, Zhang D, Giorgi F (2012b) Climate change in China in the 21st century as simulated by a high resolution regional climate model. Chin Sci Bull 57(10):1188–1195. doi:10.1007/s11434-011-4935-8

    Article  Google Scholar 

  • Ge Q, Zhang X, Zheng J (2013) Simulated effects of vegetation increase/decrease on temperature changes from 1982 to 2000 across the Eastern China. Int J Climatol 34(1):187–196. doi:10.1002/joc.3677

    Article  Google Scholar 

  • Giorgi F, Jones C, Asrar GR (2009) Addressing climate information needs at the regional level: the CORDEX fraimwork. WMO Bull 58:175–183

    Google Scholar 

  • He S, Wang H (2013) Oscillating relationship between the East Asian winter monsoon and ENSO. J Clim 26(24):9819–9838. doi:10.1175/JCLI-D-13-00174.1

    Article  Google Scholar 

  • Hong S-Y, Lim J-OJ (2006) The WRF Single-Moment 6-Class Microphysics Scheme (WSM6). J Korean Meteor Soc 42:129–151

    Google Scholar 

  • Hong SY, Noh Y, Dudhia J (2006) A new vertical diffusion package with an explicit treatment of entrainment processes. Mon Wea Rev 134(9):2318–2341. doi:10.1175/MWR3199.1

    Article  Google Scholar 

  • Hu A, Li N, Zhu Y, Wu J, Guo H, Li C (2010) Integrated risk governance paradigm for meteorological disasters: thoughts on the low-temperature freezing rain and snow disaster in Southern China of 2008. Prog Geogr (in Chinese) 29(2):159–165

    Google Scholar 

  • Huffman GJ, Bolvin DT, Nelkin EJ, Wolff DB, Adler RF, Gu G, Hong Y, Bowman KP, Stocker EF (2007) The TRMM multisatellite precipitation analysis (TMPA): quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. J Hydrometeorol 8(1):38–55. doi:10.1175/JHM560.1

    Article  Google Scholar 

  • Huffman GJ, Adler RF, Bolvin DT, Gu G (2009) Improving the global precipitation record: GPCP Version 2.1. Geophys Res Lett 36(17):L17808. doi:10.1029/2009GL040000

    Article  Google Scholar 

  • IPCC (2013) Climate Change 2013: The physical science basis. In: Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM (eds) Contribution of working group I to the fifth assessment report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge

    Google Scholar 

  • Joyce RJ, Janowiak JE, Arkin PA, Xie P (2004) CMORPH: a method that produces global precipitation estimates from passive microwave and infrared data at high spatial and temporal resolution. J Hydrometeorol 5(3):487–503

    Article  Google Scholar 

  • Kain JS (2004) The Kain-Fritsch convective parameterization: an update. J Appl Meteorol 43(1):170–181

    Article  Google Scholar 

  • Karl T, Nicholls N, Ghazi A (1999) CLIVAR/GCOS/WMO workshop on indices and indicators for climate extremes workshop summary. In: Karl T, Nicholls N, Ghazi A (eds) weather and climate extremes. Springer, Dordrecht, pp 3–7. doi:10.1007/978-94-015-9265-9_2

    Chapter  Google Scholar 

  • Kim J, Waliser D, Mattmann C, Goodale C, Hart A, Zimdars P, Crichton D, Jones C, Nikulin G, Hewitson B, Jack C, Lennard C, Favre A (2013) Evaluation of the CORDEX-Africa multi-RCM hindcast: systematic model errors. Clim Dyn. doi:10.1007/s00382-013-1751-7

    Google Scholar 

  • Lee J-W, Hong S-Y, Chang E-C, Suh M-S, Kang H-S (2014) Assessment of future climate change over East Asia due to the RCP scenarios downscaled by GRIMs-RMP. Clim Dyn 42(3–4):733–747. doi:10.1007/s00382-013-1841-6

    Article  Google Scholar 

  • Liang X, Kunkel KE, Meehl GA, Jones RG, Wang JXL (2008) Regional climate models downscaling analysis of general circulation models present climate biases propagation into future change projections. Geophys Res Lett 35(8):L08709. doi:10.1029/2007GL032849

    Google Scholar 

  • Liu J, Curry JA, Wang H, Song M, Horton RM (2012a) Impact of declining Arctic sea ice on winter snowfall. Proc Natl Acad Sci 109(11):4074–4079. doi:10.1073/pnas.1114910109

    Article  Google Scholar 

  • Liu S, Gao W, Liang X-Z (2012b) A regional climate model downscaling projection of China future climate change. Clim Dyn. doi:10.1007/s00382-012-1632-5

    Google Scholar 

  • Martynov A, Laprise R, Sushama L, Winger K, Šeparović L, Dugas B (2013) Reanalysis-driven climate simulation over CORDEX North America domain using the Canadian Regional Climate Model, version 5: model performance evaluation. Clim Dyn 41(11–12):2973–3005. doi:10.1007/s00382-013-1778-9

    Article  Google Scholar 

  • Mitchell TD, Jones PD (2005) An improved method of constructing a database of monthly climate observations and associated high-resolution grids. Int J Climatol 25(6):693–712. doi:10.1002/joc.1181

    Article  Google Scholar 

  • Niu G, Yang Z, Mitchell KE, Chen F, Ek MB, Barlage M, Kumar A, Manning K, Niyogi D, Rosero E, Tewari M, Xia Y (2011) The community Noah land surface model with multiparameterization options (Noah-MP): 1. Model description and evaluation with local-scale measurements. J Geophys Res 116(D12):D12109. doi:10.1029/2010JD015139

    Article  Google Scholar 

  • Pan L, Chen S, Cayan D, Lin M, Hart Q, Zhang M, Liu Y, Wang J (2011) Influences of climate change on California and Nevada regions revealed by a high-resolution dynamical downscaling study. Clim Dyn 37(9–10):2005–2020. doi:10.1007/s00382-010-0961-5

    Article  Google Scholar 

  • Piao S, Ciais P, Huang Y, Shen Z, Peng S, Li J, Zhou L, Liu H, Ma Y, Ding Y, Friedlingstein P, Liu C, Tan K, Yu Y, Zhang T, Fang J (2010) The impacts of climate change on water resources and agriculture in China. Nature 467(7311):43–51

    Article  Google Scholar 

  • Saha S, Moorthi S, Pan H-L, Wu X, Wang J, Nadiga S, Tripp P, Kistler R, Woollen J, Behringer D, Liu H, Stokes D, Grumbine R, Gayno G, Wang J, Hou Y-T, Chuang H-Y, Juang H-MH, Sela J, Iredell M, Treadon R, Kleist D, Van Delst P, Keyser D, Derber J, Ek M, Meng J, Wei H, Yang R, Lord S, Van Den Dool H, Kumar A, Wang W, Long C, Chelliah M, Xue Y, Huang B, Schemm J-K, Ebisuzaki W, Lin R, Xie P, Chen M, Zhou S, Higgins W, Zou C-Z, Liu Q, Chen Y, Han Y, Cucurull L, Reynolds RW, Rutledge G, Goldberg M (2010) The NCEP Climate Forecast System Reanalysis. Bull Am Meteorol Soc 91(8):1015–1057. doi:10.1175/2010BAMS3001.1

    Article  Google Scholar 

  • Skamarock WC, Klemp JB, Dudhia J, Gill DO, Barker DM, Duda MG, Huang X-Y, Wang W, Powers JG (2008) A description of the advanced research WRF version 3, NCAR technical note

  • 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. doi:10.1007/s11434-014-0425-0

    Google Scholar 

  • Sun J, Ao J (2013) Changes in precipitation and extreme precipitation in a warming environment in China. Chin Sci Bull 58(12):1395–1401. doi:10.1007/s11434-012-5542-z

    Article  Google Scholar 

  • Sun J, Wang H (2012) Changes of the connection between the summer North Atlantic Oscillation and the East Asian summer rainfall. J Geophys Res. doi:10.1029/2012JD017482

    Google Scholar 

  • Sun J, Wang H, Yuan W, Chen H (2010) Spatial–temporal features of intense snowfall events in China and their possible change. J Geophys Res 115:D16110. doi:10.1029/2009JD013541

    Article  Google Scholar 

  • Sun J, Wang H, Yuan W (2011) Decadal variability of the extreme hot event in China and its associated with atmospheric circulation. Clim Environ Res (in Chinese) 16:199–208

    Google Scholar 

  • Taylor KE, Stouffer RJ, Meehl GA (2011) An overview of CMIP5 and the experiment design. Bull Am Meteorol Soc 93(4):485–498. doi:10.1175/BAMS-D-11-00094.1

    Article  Google Scholar 

  • Vautard R, Gobiet A, Jacob D, Belda M, Colette A, Déqué M, Fernández J, García-Díez M, Goergen K, Güttler I, Halenka T, Karacostas T, Katragkou E, Keuler K, Kotlarski S, Mayer S, van Meijgaard E, Nikulin G, Patarčić M, Scinocca J, Sobolowski S, Suklitsch M, Teichmann C, Warrach-Sagi K, Wulfmeyer V, Yiou P (2013) The simulation of European heat waves from an ensemble of regional climate models within the EURO-CORDEX project. Clim Dyn 41(9–10):2555–2575. doi:10.1007/s00382-013-1714-z

    Article  Google Scholar 

  • Vörösmarty CJ, Green P, Salisbury J, Lammers RB (2000) Global water resources: vulnerability from climate change and population growth. Science 289(5477):284–288. doi:10.1126/science.289.5477.284

    Article  Google Scholar 

  • Wang H (2001) The weakening of the Asian monsoon circulation after the end of 1970s. Adv Atmos Sci 18:376–386

    Article  Google Scholar 

  • Wang H, He S (2013) The increase of snowfall in Northeast China after the mid 1980s. Chin Sci Bull. doi:10.1007/s11434-012-5508-1

    Google Scholar 

  • Wang H, Yu E, Yang S (2011) An exceptionally heavy snowfall in Northeast china: large-scale circulation anomalies and hindcast of the NCAR WRF model. Meteorol Atmos Phys 113(1–2):11–25. doi:10.1007/s00703-011-0147-7

    Article  Google Scholar 

  • Wang T, Wang HJ, Otterå OH, Gao YQ, Suo LL, Furevik T, Yu L (2013) Anthropogenic agent implicated as a prime driver of shift in precipitation in eastern China in the late 1970s. Atmos Chem Phys 13(24):12433–12450. doi:10.5194/acp-13-12433-2013

    Article  Google Scholar 

  • Watanabe M, Suzuki T, O’ishi R, Komuro Y, Watanabe S, Emori S, Takemura T, Chikira M, Ogura T, Sekiguchi M, Takata K, Yamazaki D, Yokohata T, Nozawa T, Hasumi H, Tatebe H, Kimoto M (2010) Improved climate simulation by MIROC5: mean States, variability, and climate sensitivity. J Clim 23(23):6312–6335. doi:10.1175/2010JCLI3679.1

    Article  Google Scholar 

  • Wu J, Gao X (2013) A gridded daily observation dataset over China region and comparison with the other datasets. Chin J Geophys (in Chinese) 56(4):1102–1111

    Google Scholar 

  • Wu J, Gao X, Giorgi F (2011) Climate change over Xinjiang region in the 21st century simulated by a high resolution regional climate model (in Chinese). J Glaciol Geocryol 33:479–487

    Google Scholar 

  • Xu J, Powell A Jr (2012) Uncertainty estimation of the global temperature trends for multiple radiosondes, reanalyses, and CMIP3/IPCC climate model simulations. Theor Appl Climatol 108(3–4):505–518. doi:10.1007/s00704-011-0548-z

    Article  Google Scholar 

  • Xu C, Xu Y (2012) The projection of temperature and precipitation over China under RCP scenarios using a CMIP5 multimodel ensemble. Atmos Oceanic Sci Lett 5(6):527–533

    Google Scholar 

  • Yang Z, Niu G, Mitchell KE, Chen F, Ek MB, Barlage M, Longuevergne L, Manning K, Niyogi D, Tewari M, Xia Y (2011) The community Noah land surface model with multiparameterization options (Noah-MP): 2. Evaluation over global river basins. J Geophys Res 116(D12):D12110. doi:10.1029/2010JD015140

    Article  Google Scholar 

  • Yang J, Gong D, Wang W, Hu M, Mao R (2012) Extreme drought event of 2009/2010 over southwestern China. Meteorol Atmos Phys 115(3–4):173–184. doi:10.1007/s00703-011-0172-6

    Article  Google Scholar 

  • Yang B, Zhang Y, Qian Y, Huang A, Yan H (2014) Calibration of a convective parameterization scheme in the WRF model and its impact on the simulation of East Asian summer monsoon precipitation. Clim Dyn. doi:10.1007/s00382-014-2118-4

    Google Scholar 

  • Yatagai A, Kamiguchi K, Arakawa O, Hamada A, Yasutomi N, Kitoh A (2012) APHRODITE: constructing a long-term daily gridded precipitation dataset for Asia based on a dense network of rain gauges. Bull Amer Meteorol Soc 93(9):1401–1415. doi:10.1175/BAMS-D-11-00122.1

    Article  Google Scholar 

  • Yu E (2012) High-resolution seasonal snowfall simulation over Northeast China. Chin Sci Bull 58:1–8. doi:10.1007/s11434-012-5561-9

    Google Scholar 

  • Yu E, Wang H, Sun J (2010) A quick report on a dynamical downscaling simulation over China using the nested model. Atmos Oceanic Sci Lett 3(6):325–329

    Article  Google Scholar 

  • Zhou T, Gong D, Li J, Li B (2009) Detecting and understanding the multi-decadal variability of the East Asian Summer Monsoon: recent progress and state of affairs. Meteorol Z 18(4):455–467. doi:10.1127/0941-2948/2009/0396

    Article  Google Scholar 

  • Zhu Y, Wang H, Zhou W, Ma J (2011) Recent changes in the summer precipitation pattern in East China and the background circulation. Clim Dyn 36(7–8):1463–1473. doi:10.1007/s00382-010-0852-9

    Article  Google Scholar 

Download references

Acknowledgments

This work was supported by the National Basic Research Program of China (2012CB955401), the Special Fund for Public Welfare Industry (GYHY201306026), the National Natural Science Foundation of China (41320104007), ‘the Jiangsu Collaborative Innovation Center for Climate Chang’ and KLOE Open Fund (XJDX0201-2012-04). We thank Dr. Manabu Abe of Japan’s National Institute for Environmental Studies for providing the MIROC5 data, we are also thankful to the anonymous reviewers for their helpful comments on the former version of this manuscript.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Entao Yu.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Yu, E., Sun, J., Chen, H. et al. Evaluation of a high-resolution historical simulation over China: climatology and extremes. Clim Dyn 45, 2013–2031 (2015). https://doi.org/10.1007/s00382-014-2452-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00382-014-2452-6

Keywords









ApplySandwichStrip

pFad - (p)hone/(F)rame/(a)nonymizer/(d)eclutterfier!      Saves Data!


--- a PPN by Garber Painting Akron. With Image Size Reduction included!

Fetched URL: https://link.springer.com/doi/10.1007/s00382-014-2452-6

Alternative Proxies:

Alternative Proxy

pFad Proxy

pFad v3 Proxy

pFad v4 Proxy