Abstract
Proxy-based reconstructions are essential for investigating precipitation change in Asia on multidecadal to centennial timescales. Thus far, a total of four gridded precipitation/drought datasets for the past half millennium have been developed, including reconstructed Asian summer precipitation (RAP), May–September precipitation in China (IGGPRE), warm season precipitation for Asia (WSP), and Monsoon Asia Drought Atlas (MADA). This study uses some independent evidence to evaluate and compare the four reconstructions and then examine the spatial patterns of precipitation under different phase combinations of the Atlantic multidecadal oscillation (AMO) and Pacific decadal oscillation (PDO). The results suggest that RAP and IGGPRE capture most variance of observations in eastern China, WSP performs better in central Asia and India, while MADA shows skill over Mongolia and the eastern Tibet Plateau. When proxies are evenly distributed in space, increasing the sample size contributes more to the explained variance than increasing the signal-to-noise ratio. In terms of the responses to the multidecadal oscillations, the spatial correlation coefficients are all negative between pairs of patterns, with only one of the oscillations residing in opposite phase. This means that all four reconstructed datasets capture the reverse spatial pattern when the phase of multidecadal oscillation changes. The WSP is the only dataset that shows positively correlated spatial patterns when the AMO and the PDO reverse together. The RAP and IGGPRE are more sensitive to the AMO than to the PDO, because the negative correlations caused by the AMO exhibit higher confidence levels. The spatial pattern in history is similar to that in the twentieth century when the PDO and AMO are both in positive phase, which indicates that the mechanism in this situation is stable over the long-term period.
Similar content being viewed by others
Data availability
The RAP reconstruction is from https://www.ncdc.noaa.gov/paleo/study/24391. The IGGPRE reconstruction is from https://www.ncdc.noaa.gov/paleo/study/23056. The MADA reconstruction is from https://www.ncdc.noaa.gov/paleo/study/10435. The WSP reconstruction is provided by Dr. Song Feng. The GPCC precipitation datasets are from https://opendata.dwd.de/climate_environment/GPCC/html/fulldata-monthly_v2018_doi_download.html. The AMO reconstruction is from https://www.ncdc.noaa.gov/paleo/study/22031. The PDO reconstruction is from https://www.ncdc.noaa.gov/paleo/study/6338.
Code availability
Matlab software is used for the signal processing and figure preparing. The resampling function is from https://www.mathworks.com/matlabcentral/fileexchange/56518-nanimresize.
References
Alexander MA, Kilbourne KH, Nye JA (2014) Climate variability during warm and cold phases of the Atlantic multidecadal oscillation (AMO) 1871-2008. J Mar Syst 133:14–26. https://doi.org/10.1016/j.jmarsys.2013.07.017
Bhattacharyya A, Shah SK (2009) Tree-ring studies in India past appraisal, present status and future prospects. IAWA J 30:361–370. https://doi.org/10.1163/22941932-90000224
Biondi F, Gershunov A, Cayan DR (2001) North Pacific decadal climate variability since 1661. J Clim 14:5–10. https://doi.org/10.1175/1520-0442(2001)014<0005:NPDCVS>2.0.CO;2
Chou C, Lan CW (2012) Changes in the annual range of precipitation under global warming. J Clim 25:222–235. https://doi.org/10.1175/JCLI-D-11-00097.1
Cook ER, Anchukaitis KJ, Buckley BM, D'Arrigo RD, Jacoby GC, Wright WE (2010) Asian monsoon failure and megadrought during the last millennium. Science 328:486–489. https://doi.org/10.1126/science.1185188
CRED, UNISDR (2015) The human cost of weather-related disasters 1995–2015. Centre for Research on the Epidemiology of Disasters and United Nations International Strategy for Disaster Reduction, Brussels and Geneva
D'Arrigo R, Villalba R, Wiles G (2001) Tree-ring estimates of Pacific decadal climate variability. Clim Dyn 18:219–224. https://doi.org/10.1007/s003820100177
D'Arrigo R, Wilson R (2006) On the Asian expression of the PDO. Int J Climatol 26:1607–1617. https://doi.org/10.1002/joc.1326
Davi N, Jacoby G, Fang K, Li J, D'Arrigo R, Baatarbileg N, Robinson D (2010) Reconstructing drought variability for Mongolia based on a large-scale tree ring network: 1520-1993. J Geophys Res Atmos 115:D22103. https://doi.org/10.1029/2010JD013907
Enfield DB, Mestas-Nunez AM, Trimble PJ (2001) The Atlantic multidecadal oscillation and its relation to rainfall and river flows in the continental US. Geophys Res Lett 28:2077–2080. https://doi.org/10.1029/2000GL012745
Feng S, Hu Q, Wu QR, Mann ME (2013) A gridded reconstruction of warm season precipitation for Asia spanning the past half millennium. J Clim 26:2192–2204. https://doi.org/10.1175/JCLI-D-12-00099.1
George SS (2014) An overview of tree-ring width records across the Northern Hemisphere. Quat Sci Rev 95:132–150. https://doi.org/10.1016/j.quascirev.2014.04.029
Gray ST, Graumlich LJ, Betancourt JL, Pederson GT (2004) A tree-ring based reconstruction of the Atlantic multidecadal oscillation since 1567 AD. Geophys Res Lett 31:L12205. https://doi.org/10.1029/2004GL019932
Greene CA, Thirumalai K, Kearney KA, Delgado JM, Schwanghart W, Wolfenbarger NS, Thyng KM, Gwyther DE et al (2019) The Climate Data Toolbox for MATLAB. Geochem Geophys Geosyst 20:3774–3781. https://doi.org/10.1029/2019gc008392
Harris I, Jones PD, Osborn TJ, Lister DH (2014) Updated high-resolution grids of monthly climatic observations—the CRU TS3.10 Dataset. Int J Climatol 34:623–642. https://doi.org/10.1002/joc.3711
He MH, Yang B, Brauning A, Rossi S, Ljungqvist FC, Shishov V, Griessinger J, Wang JL et al (2019) Recent advances in dendroclimatology in China. Earth-Sci Rev 194:521–535. https://doi.org/10.1016/j.earscirev.2019.02.012
Huang DQ, Dai A, Yang B, Yan PW, Zhu J, Zhang YC (2019) Contributions of different combinations of the IPO and AMO to recent changes in winter East Asian jets. J Clim 32:1607–1626. https://doi.org/10.1175/Jcli-D-18-0218.1
Institute of Meteorological Science of the Central Meteorological Administration (1981) Yearly charts of dryness/wetness for the last 500-year period. SinoMaps Press, Beijing (in Chinese)
Krishnan R, Sugi M (2003) Pacific decadal oscillation and variability of the Indian summer monsoon rainfall. Clim Dyn 21:233–242. https://doi.org/10.1007/s00382-003-0330-8
Legates DR, Willmott CJ (1990) Mean seasonal and spatial variability in gauge-corrected, global precipitation. Int J Climatol 10:111–127. https://doi.org/10.1002/joc.3370100202
MacDonald GM, Case RA (2005) Variations in the Pacific decadal oscillation over the past millennium. Geophys Res Lett 32:L08703. https://doi.org/10.1029/2005GL022478
Mann ME, Rutherford S, Wahl E, Ammann C (2007) Robustness of proxy-based climate field reconstruction methods. J Geophys Res Atmos 112:D12109. https://doi.org/10.1029/2006JD008272
Mann ME, Zhang ZH, Rutherford S, Bradley RS, Hughes MK, Shindell D, Ammann C, Faluvegi G et al (2009) Global signatures and dynamical origins of the little ice age and medieval climate anomaly. Science 326:1256–1260. https://doi.org/10.1126/science.1177303
Mantua NJ, Hare SR (2002) The Pacific decadal oscillation. J Oceanogr 58:35–44. https://doi.org/10.1023/A:1015820616384
Moron V, Robertson AW, Ward MN (2006) Seasonal predictability and spatial coherence of rainfall characteristics in the tropical setting of Senegal. Mon Weather Rev 134:3248–3262. https://doi.org/10.1175/MWR3252.1
Pei L, Yan Z, Yang H (2015) Multidecadal variability of dry/wet patterns in eastern China and their relationship with the Pacific decadal oscillation in the last 413 years. Chin Sci Bull 60:96–108. https://doi.org/10.1360/N972014-0079 (in Chinese)
Peng Y (2018) Simulated interannual teleconnection between the summer North Atlantic Oscillation and summer precipitation in eastern China during the last millennium. Geophys Res Lett 45:7741–7747. https://doi.org/10.1029/2018gl078691
Qian C, Zhou TJ (2014) Multidecadal variability of North China aridity and its relationship to PDO during 1900-2010. J Clim 27:1210–1222. https://doi.org/10.1175/JCLI-D-13-00235.1
Rossi A, Massei N, Laignel B (2011) A synthesis of the time-scale variability of commonly used climate indices using continuous wavelet transform. Glob Planet Chang 78:1–13. https://doi.org/10.1016/j.gloplacha.2011.04.008
Schneider L, Ljungqvist FC, Yang B, Chen FH, Chen JH, Li JY, Hao ZX, Ge QS et al (2019) The impact of proxy selection strategies on a millennium-long ensemble of hydroclimatic records in Monsoon Asia. Quat Sci Rev 223:105917. https://doi.org/10.1016/j.quascirev.2019.105917
Schneider U, Finger P, Meyer-Christoffer A, Rustemeier E, Ziese M, Becker A (2017) Evaluating the hydrological cycle over land using the newly-corrected precipitation climatology from the Global Precipitation Climatology Centre (GPCC). Atmosphere 8:52. https://doi.org/10.3390/atmos8030052
Schulz M, Mudelsee M (2002) REDFIT: estimating red-noise spectra directly from unevenly spaced paleoclimatic time series. Comput Geosci 28:421–426. https://doi.org/10.1016/S0098-3004(01)00044-9
Shen CM, Wang WC, Gong W, Hao ZX (2006) A Pacific decadal oscillation record since 1470 AD reconstructed from proxy data of summer rainfall over eastern China. Geophys Res Lett 33:L03702. https://doi.org/10.1029/2005GL024804
Shi F, Goosse H, Klein F, Zhao S, Liu T, Guo Z (2019) Monopole mode of precipitation in East Asia modulated by the South China Sea over the last four centuries. Geophys Res Lett 46:14713–14722. https://doi.org/10.1029/2019gl085320
Shi F, Zhao S, Guo ZT, Goosse H, Yin QZ (2017) Multi-proxy reconstructions of May-September precipitation field in China over the past 500 years. Clim Past 13:1919–1938. https://doi.org/10.5194/cp-13-1919-2017
Shi H, Wang B (2019) How does the Asian summer precipitation-ENSO relationship change over the past 544 years? Clim Dyn 52:4583–4598. https://doi.org/10.1007/s00382-018-4392-z
Shi H, Wang B, Cook ER, Liu J, Liu F (2018) Asian summer precipitation over the past 544 years reconstructed by merging tree rings and historical documentary records. J Clim 31:7845–7861. https://doi.org/10.1175/Jcli-D-18-0003.1
Si D, Ding YH (2016) Oceanic forcings of the interdecadal variability in East Asian summer rainfall. J Clim 29:7633–7649. https://doi.org/10.1175/Jcli-D-15-0792.1
Sun QH, Miao CY, Duan QY, Ashouri H, Sorooshian S, Hsu KL (2018) A review of global precipitation data sets: data sources, estimation, and intercomparisons. Rev Geophys 56:79–107. https://doi.org/10.1002/2017RG000574
Svendsen L, Hetzinger S, Keenlyside N, Gao YQ (2014) Marine-based multiproxy reconstruction of Atlantic multidecadal variability. Geophys Res Lett 41:1295–1300. https://doi.org/10.1002/2013GL059076
Ting MF, Kushnir Y, Seager R, Li CH (2011) Robust features of Atlantic multi-decadal variability and its climate impacts. Geophys Res Lett 38:L17705. https://doi.org/10.1029/2011GL048712
Torrence C, Compo GP (1998) A practical guide to wavelet analysis. Bull Am Meteorol Soc 79:61–78. https://doi.org/10.1175/1520-0477(1998)079<0061:Apgtwa>2.0.Co;2
Wang B, Ding QH (2006) Changes in global monsoon precipitation over the past 56 years. Geophys Res Lett 33:L06711. https://doi.org/10.1029/2005GL025347
Wang JF, Xu CD, Hu MG, Li QX, Yan ZW, Zhao P, Jones P (2014) A new estimate of the China temperature anomaly series and uncertainty assessment in 1900-2006. J Geophys Res Atmos 119:1–9. https://doi.org/10.1002/2013JD020542
Wang JL, Yang B, Ljungqvist FC, Luterbacher J, Osborn TJ, Briffa KR, Zorita E (2017) Internal and external forcing of multidecadal Atlantic climate variability over the past 1,200 years. Nat Geosci 10:512–517. https://doi.org/10.1038/ngeo2962
Wang XC, Brown PM, Zhang YN, Song LP (2011) Imprint of the Atlantic multidecadal oscillation on tree-ring widths in Northeastern Asia since 1568. PLoS One 6:e22740. https://doi.org/10.1371/journal.pone.0022740
Wang Y, Li M (2016) Research progress of dry-wet climate reconstruction by tree ring in China. Prog Geogr 35:1397–1410. https://doi.org/10.18306/dlkxjz.2016.11.010 (in Chinese)
Wang YM, Li SL, Luo DH (2009) Seasonal response of Asian monsoonal climate to the Atlantic multidecadal oscillation. J Geophys Res Atmos 114:D02112. https://doi.org/10.1029/2008JD010929
Wu GF, Hao ZX, Zheng JY (2010) Reconstruction and analysis of seasonal precipitation in Nanjing since 1736. Sci Geogr Sin 30:936–942 (in Chinese)
Yang B, Kang SY, Ljungqvist FC, He MH, Zhao Y, Qin C (2014) Drought variability at the northern fringe of the Asian summer monsoon region over the past millennia. Clim Dyn 43:845–859. https://doi.org/10.1007/s00382-013-1962-y
Yang FM, Shi F, Kang SY, Wang SG, Xiao ZN, Nakatsuka T, Shi J (2013) Comparison of the dryness/wetness index in China with the Monsoon Asia Drought Atlas. Theor Appl Climatol 114:553–566. https://doi.org/10.1007/s00704-013-0858-4
Yang Q, Ma ZG, Wu PL, Klingaman NP, Zhang LX (2019) Interdecadal seesaw of precipitation variability between North China and the Southwest United States. J Clim 32:2951–2968. https://doi.org/10.1175/Jcli-D-18-0082.1
Yang T, Gou XH, Li YJ, Fang KY, Liu PX (2010) Tree-ring researches over the northwest China: a review. Front Earth Sci-Prc 4:181–194. https://doi.org/10.1007/s11707-009-0062-0
Zhang D, Liu Y (2002) A new approach to the reconstruction of temporal rainfall sequences from 1724~1904 Qing Dynasty weather records for Beijing. Quat Sci 22:199–208 (in Chinese)
Zhang GW, Zeng G, Li C, Yang XY (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
Zhang ZQ, Sun XG, Yang XQ (2018) Understanding the interdecadal variability of East Asian summer monsoon precipitation: joint influence of three oceanic signals. J Clim 31:5485–5506. https://doi.org/10.1175/Jcli-D-17-0657.1
Zhao Y, Zhu J (2015) Assessing quality of grid daily precipitation datasets in China in recent 50 years. Plateau Meteorol 34:50–58. https://doi.org/10.7522/j.issn.1000-0534.2013.00141 (in Chinese)
Zheng JY, Hao ZX, Ge QS (2005) Variation of precipitation for the last 300 years over the middle and lower reaches of the Yellow River. Sci China Ser D 48:2182–2193. https://doi.org/10.1360/03yd0392
Acknowledgements
The authors thank Hui Shi, Feng Shi, Song Feng, Edward R. Cook, Glen M. MacDonald, Jianglin Wang, and their co-authors for sharing the reconstruction data.
Funding
This work was supported by the National Key R&D Program of China on Global change (2017YFA0603300) and the National Natural Science Foundation of China (42005043, 41831174).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no competing interests.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
ESM 1
(DOCX 1071 kb)
Rights and permissions
About this article
Cite this article
Liu, Y., Hao, Z., Zhang, X. et al. Intercomparisons of multiproxy-based gridded precipitation datasets in Monsoon Asia: cross-validation and spatial patterns with different phase combinations of multidecadal oscillations. Climatic Change 165, 31 (2021). https://doi.org/10.1007/s10584-021-03072-6
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s10584-021-03072-6