Abstract
Sichuan Basin is located in southwestern China and affected by a complex water vapor (WV) sources. Here, the spatial and temporal patterns of precipitation and extreme events are investigated by six indices of World Meteorology Organization Commission, including annual precipitation total (AP), maximum daily precipitation (Max1d), intensity of rainfall over 1 mm/d (IR1), maximum and mean consecutive dry days (Max CDD, Mean CDD) and coefficient of variance. Based on 24 daily precipitation time series from 1951 to 2011, Mann-Kendall test is employed to quantify the significant level of these indices, from which the classification of precipitation change and its spatial patterns are obtained. Meanwhile, the probability distributions of these indices are identified by L-moment analysis and the Goodness-of-fit test, and the corresponding values are calculated by theoretical model at different return periods. The results reveal that the western basin displays normal drought: less AP and precipitation intensity while longer drought. The southern basin shows normal increase: larger AP and precipitation intensity but shorter CDD. However, in hilly region of the central basin and the transition zone between basin and mountains, precipitation changes abnormally: increasing both drought (one or both of Mean CDD and MaxCDD) and precipitation intensity (one or both of Max1d and IR1) no matter what the trend of AP is. Probability distribution models also demonstrate the complex patterns: a negative correlation between Max1d and Max CDD in the west (R2≥0.61) while a positive correlation in the east (R2≥0.41) at all return periods. These patterns are induced by the changes in WV sources and the layout of local terrain. The increase of WV in summer and decrease in spring leads to the heavier rainfall and longer drought respectively. The large heat island effect of the basin contributes to a lower temperature in transition zones and more precipitation in the downwind area. These results are helpful in reevaluating the risk regionally and making better decisions on water resources management and disaster prevention.
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References
Alexander LV, Zhang X, Peterson TC, et al. (2006) Global observed changes in daily climate extremes of temperature and precipitation. Journal of Geophysical Research: Atmospheres 111(D5). https://doi.org/10.1029/2005JD00 6290
Alexander LV, Arblaster JM (2009) Assessing trends in observed and modeled climate extremes over Australia in relation to future projections. International Journal of Climatology 29: 417–435. https://doi.org/10.1002/joc.1730
Alexander LV, Hope P, Collins D, et al. (2007) Trends in Australia's climate means and extremes: a global context. Australian Meteorological Magazine 56: 1–18.
Allan RP, Soden BJ (2008) Atmospheric warming and the amplification of precipitation extremes. Science 321: 1481–1484.
Bai Y, Zhang Y, Gao Y (2011) Spatial Differences of Precipitation Over Sichuan Basin. Scientia Geographica Sinica 31(4): 478–484. https://doi.org/10.13249/j.cnki.sgs.2011.04.018
Bonnin GM, Martin D, Lin B, et al. (2006) Precipitationfrequency atlas of the United States. NOAA atlas 14(2).
Buishand TA (1978) Some remarks on the use of daily rainfall models. Journal of Hydrology 36(3–4): 295–308. https://doi. org/10.1016/0022-1694(78)90150-6
Chen Y, Zhai P (2013) Persistent extreme precipitation events in China during 1951-2010. Climate Research 57(2): 143–155. https://doi.org/10.3354/cr01171.
Chu PS, Chen YR, Schroeder TA (2010) Changes in precipitation extremes in the Hawaiian Islands in a warming climate. Journal of Climate 23: 4881–4900. https://doi.org/10.1175/2010JCLI3484.1
Lin CY, Chen WC, Chang PL, et al. (2011) Impact of the urban heat island effect on precipitation over a complex geographic environment in Northern Taiwan. Journal of Applied Meteorology and Climatology 50(2): 339–353. https://doi.org/10.1175/2010JAMC2504.1.
Curtis S, Salahuddin A, Adler RF, et al. (2007) Precipitation extremes estimated by GPCP and TRMM: ENSO relationships. Journal of Hydrometeorology 8: 678–689. https://doi.org/10.1175/JHM601.1.
Darby LS, Senff CJ (2007) Comparison of the urban heat island signatures of two Texas cities: Dallas and Houston. In Seventh Symposium on the Urban Environment (Expanded View).
Dong Q, Chen X, Chen T (2011) Characteristics and changes of extreme precipitation in the Yellow-Huaihe and Yangtze-Huaihe Rivers Basins, China. Journal of Climate 24(14): 3781–3795. https://doi.org/10.1175/2010JCLI3653.1
Du H, Wu Z, Zong S, et al. (2013) Assessing the characteristics of extreme precipitation over northeast China using the multifractal detrended fluctuation analysis. Journal of Geophysical Research: Atmospheres 118: 6165–6174. https://doi.org/10.1002/jgrd.50487
Du H, Xia J, Zeng S, et al. (2014) Variations and statistical probability characteristic analysis of extreme precipitation events under climate change in Haihe River Basin, China. Hydrological process. 28(3): 913–925. https://doi.org/10.1002/hyp.9606
Emori S, and Brown SJ (2005) Dynamic and thermodynamic changes in mean and extreme precipitation under changed climate. Geophysical Research Letters 32(17). https://doi.org/10.1029/2005GL023272
Łupikasza EB, Hänsel S, Matschullat J (2011) Regional and seasonal variability of extreme precipitation trends in southern Poland and central-eastern Germany 1951-2006. International Journal of Climatology 31(15): 2249–2271. https://doi.org/10.1002/joc.2229
Fischer T, Su B, Luo Y, et al. (2012) Probability distribution of precipitation extremes for weather index–based insurance in the Zhujiang River Basin, South China. Journal of Hydrometeorology 13: 1023–1037. https://doi.org/10.1175/JHM-D-11-041.1
Gleason K, Lawrimore JH, Levinson DH, et al. (2008) A revised U.S. climate extremes index. Journal of Climate 21: 2124–2137. https://doi.org/10.1175/2007 JCLI1883.1
Guo J, Guo S, Li Y, et al. (2013). Spatial and temporal variation of extreme precipitation indices in the Yangtze River basin, China. Stochastic environmental research and risk assessment 27(2): 459–475. https://doi.org/10.1007/s00477-012-0643-4
Han L, Xu Y, Pan G, et al. (2015) Changing properties of precipitation extremes in the urban areas, Yangtze River Delta, China, during 1957-2013. Natural Hazards 79 (1): 437–454. https://doi.org/10.1007/s11069-015-1850-3
Hanson L, Vogel R (2008) The probability distribution of daily rainfall in the United States. In World Environmental and Water Resources Congress 2008: Ahupua'A. pp 1–10. https://doi.org/10.1061/40976(316)585
Hu H, Mao X, Liang L (2009) Temporal and spatial variations of extreme precipitation events of flood season over Sichuan basin in last 50 years. Acta Geographica Sinica 64(3): 278–288. (In Chinese)
Jaagus J (2006) Climatic changes in Estonia during the second half of the 20th century in relationship with changes in largescale atmospheric circulation. Theoretical and Applied Climatology 83(1): 77–88. https://doi.org/10.1007/s00704-005-0161-0
Jiang X, Li Y, Li C, et al. (2007) Characteristics of summer water vapor transportation in Sichuan Basin and its relationship with regional drought and flood. Plateau Meteorology 26(3): 476–484. https://doi.org/1000-0534(2007)03-0476-09
Jiang X, Wang X, Li Y, et al. (2008) Large scale general circulation characteristics of heavy rain of Sichuan Basin at latest twenty years. Resources and Environment in the Yangtze Basin S1. https://doi.org/1004-8227(2008)Z1-0132-06
Jiang F, Hu R, Wang S, et al. (2013) Trends of precipitation extremes during 1960-2008 in Xinjiang, the Northwest China. Theoretical and Applied Climatology 111(1): 133–148. https://doi.org/10.1007/s00704-012-0657-3
Kunkel KE, Andsager K, Easterling DR (1999) Long-term trends in extreme precipitation events over the conterminous United States and Canada. Journal of climate 12(8): 2515–2527. https://doi.org/10.1175/1520-0442(1999)012<2515: LTTIEP>2.0.CO;2
Lau WKM, Wu HT, Kim KM (2013) A canonical response of precipitation characteristics to global warming from CMIP5 models. Geophysical Research Letters 40(12): 3163–3169. https://doi.org/10.1002/grl.50420
Li J, Sun JH, Zhang YC, et al. (2016) Comparative analysis of persistent heavy rainfall events in west and east Sichuan Basin. Pleteau Metrorology 35(1): 64–76. (In Chinese)
Li Y, He D, Hu J, et al. (2015) Variability of extreme precipitation over Yunnan Province, China 1960–2012. International Journal of Climatology 35(2): 245–258. https://doi.org/10.1002/joc.3977
Li Z, Brissette F, and Chen J. (2014) Assessing the applicability of six precipitation probability distribution models on the Loess Plateau of China. International Journal of Climatology 34 (2): 462–471. https://doi.org/10.1002/joc.3699
Li Z, Zheng F, Liu W, et al. (2010) Spatial distribution and temporal trends of extreme temperature and precipitation events on the loess plateau of China during 1961-2007. Quaternary International 226(1–2): 92–100. https://doi.org/10.1016/j.quaint.2010.03.003
Liu J, Long M, Du Y, et al. (2010) The Characteristics of in-theair Water Resource Distribution and Water Vapor Transportation in the Region of Sichuan and Chongqing. Plateau and Mountain Meteorology Research 2: 007. https://doi.org/1674-2184(2010)02-0031-05 (In Chinese)
Liu M, Xu X, Sun A, et al. (2014) Is southwestern China experiencing more frequent precipitation extremes? Environmental Research Letters 9(6): 064002. https://doi.org/10.1088/1748-9326/9/6/064002
Liu R, Liu S, Cicerone R, et al. (2015) Trends of extreme precipitation in eastern China and their possible causes. Advances in Atmospheric Sciences 32(8): 1027–1037. https://doi.org/10.1007/s00376-015-5002-1
Vincent LA, & Mekis E (2006) Changes in daily and extreme temperature and precipitation indices for Canada over the twentieth century. Atmosphere-Ocean 44(2): 177–193. https://doi.org/10.3137/ao.440205
Lupikasza E (2010) Spatial and temporal variability of extreme precipitation in Poland in the period 1951-2006. Int. International Journal of Climatology 30(7): 991–1007. https: //doi.org/10.1002/joc.1950
Marsaglia G, Marsaglia J (2004) Evaluating the Andersondarling distribution. Journal of Statistical Software 9(2):1–5. https://pdfs.semanticscholar.org/9fd6/be3053352ef7bc1b39 797eebcd4af05f1c94.pdf.
Massey FJ (1951) The Kolmogorov-Smirnov test for goodness of fit. Journal of the American statistical Association 46(253): 68–78.
Mavromatis T (2012) Changes in exceptional hydrological and meteorological weekly event frequencies in Greece. Climatic change 110(1–2): 249–267. https://doi.org/10.1007/s10584-011-0095-8
Miller LH (1956) Table of percentage points of kolmogorov statistics. Journal of the American Statistical Association. 51(273): 111–121.
Muller CJ, O’Gorman PA, Back LE (2011) Intensification of precipitation extremes with warming in a Cloud-Resolving Model. Journal of Climate 24(11): 2784–2800. https://doi.org/10.1175/2011JCLI3876.1
Naghavi B, Yu FX (1995) Regional frequency analysis of extreme precipitation in Louisiana. Journal of Hydraulic Engineering 121: 819–827. https://doi.org/10.1061/(ASCE)0733-9429 (1995)121:11(819).
Utsumi N, Seto S, Kanae S, et al. (2011). Does higher surface temperature intensify extreme precipitation? Geophysical research letters 38(16). https://doi.org/10.1029/2011G L048 426
Ren Z, Zhang M, Wang S, et al. (2015) Changes in daily extreme precipitation events in South China from 1961 to 2011. Journal of Geographical Sciences 25(1): 58–68. https://doi. org/10.1007/s11442-015-1153-3
Roy SS, Robert C, Balling JR (2004) Trends in extreme daily precipitation indices in India. International Journal of Climatology. International Journal of climatology 24: 457–466. https://doi.org/10.1002/joc.995
Santos JA, Andrade C, Corte-Real J, et al. (2009) The role of large-scale eddies in the occurrence of winter precipitation deficits in Portugal. International Journal of Climatology 29(10): 1493–1507. https://doi.org/10.1002/joc.1818
Santos JA, Corte-Real J, Ulbrich U, et al. (2007) European winter precipitation extremes and large-scale circulation: a coupled model and its scenarios. Theoretical and Applied Climatology 87(1): 85–102. https://doi.org/10.1007/s00704-005-0224-2
Shen L, He J, Zhou X, et al. (2010) The regional variabilities of the summer rainfall in China and its relationship with anomalous moisture transportation during the recent 50 years. Acta Meteorological Sinica 68(6): 918–931.
Sun J, Ao J (2013) Changes in precipitation and extreme precipitation in a warming environment in China. Chinese Science Bulletin 58(12): 1395–1401. https://doi.org/10.1007/s11434-012-5542-z
Tian H, P Guo, Lu W (2004) Characteristics of vapor inflow corridors related to summer rainfall in China and impact factors. Journal of Tropical Meteorology 25: 496–502.
Vogel RM, Fennessey NM (1993) L Moment diagrams should replace product moment diagrams. Water Resources Research 29(6): 1745–1752. https://doi.org/10.1029/93WR 00341
Wang B, Zhang M, Wei J, et al. (2013) Changes in extreme precipitation over Northeast China, 1960-2011. Quaternary International 298(17): 177–186. https://doi.org/10.1016/j.quaint.2013.01.025
Wang H, Chen Y, Xun S, et al. (2012) Changes in daily climate extremes in the arid area of northwestern China. Theoretical and Applied Climatology 112(1–2): 15–28. https://doi.org/10.1007/s00704-012-0698-7
Wang S, Zhang M, Wang B, et al. (2013) Recent changes in daily extremes of temperature and precipitation over the western Tibetan Plateau, 1973-2011. Quaternary International 313: 110–117. https://doi.org/10.1016/j.quaint.2013.03.037
Wilks DS (1995) Statistical methods in the atmospheric sciences: an introduction. Academic Press: San Diego, CA.
Wu H, Qian H (2016) Innovative trend analysis of annual and seasonal rainfall and extreme values in Shaanxi, China, since the 1950s. International Journal of Climatology. https://doi.org/10.1002/joc.4866
Wu N, Luo N, Xu Y (2014) Statistical characcteristics of drought disasters in Sihuan Basin. Meteorological science and Technology 42(2): 310–305. (In Chinese)
Xu K, Ma C, Lian J, Bin L (2014) Joint probability analysis of extreme precipitation and storm tide in a coastal city under changing environment. PLOS ONE 9(10): e109341. https://doi.org/10.1371/journal.pone.0109341
Zhai P, Zhang X, Wan H, et al. (2005) Trends in total precipitation and frequency of daily precipitation extremes over China. Journal of Climate 18(7):1096–1108. https://doi.org/10.1175/JCLI-3318.1
Zhang S, Ma Z (2011) Change tendency and cyclicity analysis of extreme precipitation over Sichuan Province during 1961-2009. Journal of natural resources 26(11): 1918–1929. (In Chinese) https://doi.org/1000-3037( 2011) 11-1918-12
Zhang H, Fraedrich K, Blende R (2013) Precipitation extremes in CMIP5 simulations on different time scales. Journal of Hydrometeorology 14:923–928. https://doi.org/10.1175/JHM-D-12-0181.1
Zhang R (2001) Relations of water vapor transport from Indian monsoon with that over East Asia and the summer rainfall in China. Advances in Atmospheric Sciences 18(5): 1005–1017.
Zhao X, Li Y, Qi D (2013) Spaital-temporal variation characteristics of summer precipitation in Sichuan, 1960-2007. Glaciology and Goecrylogy 35(4): 959–967. (In Chinese)
Zhao Y, Xu X, Zhao T, et al. (2016) Extreme precipitation events in East China and associated moisture transport pathways. Science China Earth Sciences 1:1–19. https://doi.org/10.1007/s11430-016-5315-7
Zhong S, Qian Y, Zhao C, et al. (2015) A case study of urbanization impact on summer precipitation in the Greater Beijing Metropolitan Area: Urban heat island versus aerosol effects. Journal of Geophysical Research: Atmospheres 120(20). https://doi.org/10.1002/2015JD023753
Zhou X (2016) Precipitation uncertainty and simulation based on multiscale sample entropy. Sichuan University. Chengdu. (In Chinese)
Zhou T, and Yu R (2009) Atmospheric water vapor transport associated with typical anomalous summer rainfall patterns in China. Journal of Geophysical Research: Atmospheres 52: 922–935. https://doi.org/10.1029/2004JD005413
Acknowledgments
This work was funded by open funding of Guizhou Provincial Key Laboratory of Public Big Data(Guizhou University, Grant No. 2017BDKFJJ021), Special Science and Technology Funding of Guizhou Province Water Resources Department (KT201707), Guizhou Province Science and Technology Joint Founding (LH [2017]7617) and China Postdoctoral Science Foundation (Grant No. 2016M5 92671). We also appreciate the contributions of two anonymous reviewers and the editorial staff of JMS, all of whom have contributed to the improvement of the manuscript.
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Zhou, Xy., Lei, Wj. Complex patterns of precipitation and extreme events during 1951-2011 in Sichuan Basin, Southwestern China. J. Mt. Sci. 15, 340–356 (2018). https://doi.org/10.1007/s11629-016-4186-x
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DOI: https://doi.org/10.1007/s11629-016-4186-x