CMADS数据集及其在流域水文模型中的驱动作用——以黑河流域为例CMADS Datasets and Its Application in Watershed Hydrological Simulation:A Case Study of the Heihe River Basin
孟现勇,师春香,刘时银,王浩,雷晓辉,刘志辉,吉晓楠,蔡思宇,赵求东
摘要(Abstract):
大气驱动场的质量一直是影响水文模型模拟结果的重要因素之一,较差的大气驱动场数据通过误差传递,使得水文模型输出结果的不确定性增加。我国幅员辽阔且地形复杂,而气象观测站点却相对稀缺,现有观测站点已不能满足大尺度水量、能量平衡过程的模拟研究工作。引入中国陆面同化系统强迫场CLDAS,建立CMADS数据集,以祁连山黑河流域为典型研究区,利用CMADSV 1.0版本数据集驱动SWAT模型,并对CFSR及传统气象站驱动SWAT的结果进行对比分析。通过对黑河流域3个水文控制站(莺落峡,祁连山及扎马什克)径流量进行率定与验证后发现:CMADS+SWAT模式径流输出结果总体优于CFSR+SWAT模式及TWS+SWAT模式的模拟结果,利用CMADS+SWAT模式亦可很好地反映黑河流域各类地表分量(如土壤湿度、融雪等)时空分布特征,表明CMADS数据集较传统气象站驱动大中尺度水文模型拥有更明显的优势,该数据集将为我国地面气象站缺乏区及无站区(如中国西部及我国大部分高寒山区等)的大气-水文耦合研究提供重要的气象数据保障。
关键词(KeyWords): CMADS;CSFR;TWS;CLDAS;SWAT;黑河流域
基金项目(Foundation): 科技部科技基础性专项项目(2013FY111400);; 国家自然科学基金项目(41130641,41190084);; 十二五科技支撑计划——南水北调中东线工程运行管理关键技术研究与示范(2015BAB07BO3);; 国家国际科技合作项目“多源资料降水和土壤水分融合研究”(2011DFG23150);; 公益性行业(气象)科研专项——多源土壤湿度业务数据的融合技术研究(GYHY201306045)
作者(Author): 孟现勇,师春香,刘时银,王浩,雷晓辉,刘志辉,吉晓楠,蔡思宇,赵求东
参考文献(References):
- [1]Kim,U.,J.Kaluarachchi.Application of Parameter Estimation and Regionalization Methodologies to Ungauged Basins of the Upper Blue Nile River Basin,Ethiopia[J].Journal of Hydrology,2008,362:39-56.
- [2]Kim U.,J.J.Kaluarachchi,V.U.Smakhtin.Generation of Monthly Precipitation Under Climate Change for the Upper Blue Nile Rive Basin,Ethiopia[J].Journal of the American Water Resources Association,2008,44:1231-1247.
- [3]Collick A.S.,Z.M.Easton,T.Ashagrie,et al.A Simple SemiDistributed Water Balance Model for the Ethiopian Highlands[J].Hydrological Processes,2009,23:3718-3727.
- [4]Muluneh A.Mekonnen,Anders Wrman,Bijan Dargahi,et al.Hydrological Modelling of Ethiopian Catchments Using Limited Data[J].Hydrological Processes,2009(23):3401-3408.
- [5]Melesse A.,W.Abtew,T.Dessalegne,et al.Low and High Flow Analyses and Wavelet Application for Characterization of the Blue NileRiver System[J].Hydrological Processes,2010,252:241-252.
- [6]Neitsch S.L.,J.G.Arnold,J.R.Kiniry,et al.Soil and Water Assessment Tool Theoretical Documentation[C]//Version 2005.Grassland Soil and Water Research Laboratory,Agricultural Research Service,Blackland Research Center,Texas Agricultural Experiment Station,Temple,Texas.2012.
- [7]Qiong Zhang,Heiner Krnich,Karin Holmgren.How Well Do Reanalyses Represent the Southern African Precipitation?[J]Climate Dynamics,2013,40(3).
- [8]Saha S.,S.Moorthi,H.-L.Pan,et al.The NCEP Climate Forecast System Reanalysis.Bulletin American[J]Meteorological Society,2010,91:1015-1057.
- [9]Trenberth K E,Anthes R A,Belward A,et al.Challenges of a sustained climate observing system[M].Berlin:Springer,2013.
- [10]Kanamitsu M,W Ebisuzaki,J Woollen,et al.NCEP-DEO AMIP-II Reanalysis(R-2)[J].Bulletin of the American Meteorological Society,2002,83:1631-1643.
- [11]Dee D P,Uppala S M,Simmons A J,et al.The ERA-Interim reanalysis:Configuration and performance of the data assimilation system[J].Quarterly Journal of the Royal Meteorological Society,2011,137:553-597.
- [12]Gibson J.K.,K allberg P.,Uppala S.Nomura,et al.ERA Description.In ECMWF ERA-15 Project ReportS eries,No.1.European Centre for Medium-RangeW eather Forecasts,Shinfield,Reading,UK[Z/OL].www.ecmwf.int/publications.
- [13]Uppala S M,K·llberg P W,Simmons A J,et al.The ERA-40re-analysis[J].Quarterly Journal of the Royal Meteorological Society,2005,131:2961-3012.
- [14]Rienecker,Michele M.,Coauthors.MERRA:NASA’s ModernEra Retrospective Analysis for Research and Applications[J].Journal of Climate,2011,24:3624-3648.
- [15]Najafi M.R.,H.Moradkhani,T.C.Piechota.Ensemble Streamflow Prediction:Climate Signal Weighting Methods vs.Climate Forecast System Reanalysis[J].Journal of Hydrology,2012,442-443:105-116.
- [16]Fuka D.R.,M.T.Walter,C.MacA lister,et al.Using the Climate Forecast System Reanalysis as Weather Input Data for Watershed Models[J].Hydrological Processes,2013.
- [17]Smith R.A,C.D.Kummerow.A Comparison of in situ,Reanalysis,and Satellite Water Budgets over the Upper Colorado River Basin[J].Journal of Hydrometeorology,2013(14):888-905.
- [18]Lavers D.A.,G.Villarini,R.P.Allan,et al.The Detection of Atmospheric Rivers in Atmospheric Reanalyses and Their Links to British Winter Floods and the Large-Scale Climatic Circulation[J].Journal of Geophysical Research,2012,117(D20).
- [19]Quadro M.F.L.,E.H.Berbery,M.A.F.Silva Dias,et al.The Atmospheric Water Cycle over South America as Seen in the New Generation of Global Reanalyses[J].AIP Conference Proceedings,2013,732:732-735.
- [20]Wei W.,C.Jilong,H.Ronghui.Water Budgets of Tropical Cyclones:Three Case Studies[J].Advances in Atmpsheric Sciences,2013,30:468-484.
- [21]Higgins R W,Kousky V E,Silva V B S,et al.Intercomparison of daily precipitation statistics over the United States in observations and in NCEP reanalysis products[J].Journal of Climate,2010,23(17):4637-4650.
- [22]Silva V B S,Kousky V E,Higgins R W.Daily precipitation statistics for South America:An intercomparison between NCEP reanalyses and observations[J].Journal of Hydrometeorology.2011,12(1):101-117.
- [23]Chong-yu Xu.From GCMs to river flow:a review of downscalingmethods and hydrologic modelling approaches[J].Progress in PhysicalG eography,23(2):229-249.
- [24]Wilby RL,Hay LE,Gutowski Jr WJ,et al.Hydrological responses to dynamicallyand statistically downscaled climate model output[J].GeophysicalResearch Letter,2000,27(8):1199-1202.
- [25]Fowler HJ,Blenkinsopa S,Tebaldi C.Review:linking climatechange modelling to impacts studies:recent advances in downscalingtechniques for hydrological modelling[J].International Journal of Climatology,2007,27:1547-1578.
- [26]顾问,陈葆德,杨玉华,等.IPCC-AR4全球气候模式在华东区域气候变化的预估能力评价与不确定性分析[J].地理科学进展,2010,29(7):818-826.
- [27]Gerald A.Meehl,Curt Covey,Karl E.Taylor,et al.THE WCRPCMIP3 Multimodel Dataset:A New Era in Climate Change Research.Bull[J].Bulletin of the American Meteorological Society,2007,97(3):1383-1394.
- [28]Wood AW,Leung LR,Sridhar V,et al.Hydrologicimplications of dynamical and statistical approaches to downscaleclimate model outputs[J].Climatic Change,2004,62(1):189-216.
- [29]陆桂华,吴志勇,张建云.陆气耦合模型在实时暴雨洪水预报中的应用[J].水科学进展,2007,16(6):847-852.
- [30]王超.祁连山区出山径流对气候变化的响应研究---以黑河上游为例[D].兰州:兰州大学,2010.
- [31]Examples of Simulations with the Latest Version of the RegC M.Jeremy Pal.A Little taste of the RegC M.Examples of Simulations.Europe East Asia Simulation of the Monsoon West Africa Simulation of the Monsoon Sensitivity to the Convective Closure Assumption North America-PowerP oint PPT Presentation[Z/OL].http://www.slideserve.com/ania/examples-of-simulations-with-the-latest-version-of-the-regcm.
- [32]Jarvis A.,H.I.Reuter,A.Nelson,et al.Hole-filled SRTM for the globe Version 4,available from the CGIAR-CSI SRTM90mD atabase[Z/OL].http://srtm.csi.cgiar.org.
- [33]Fischer G.,F.Nachtergaele,S.Prieler,et al.Wiberg,2008[Z].Global Agro-ecological Zones Assessment for Agriculture(GAEZ2008).IIASA,Laxenburg,Austria and FAO,Rome,Italy.
- [34]Zhang Qiang,Zhang,Xinshi.Impacts of predictor variables and species models on simulating Tamarix ramosissima distribution in TarimB asin,northwestern China[J].Journal of Plant Ecology,2012,5(3):337-345.
- [35]刘时银,姚晓军,郭万钦,等.基于第二次冰川编目的中国冰川现状[J].地理学报,2015,70(1):3-16.
- [36]Wanqin GUO,Shiyin Liu,Xiaojun Yao,et al.The Second Glacier Inventory Dataset of China[R].Cold and Arid RegionsS cienceD ataCenter at Lanzhou,2014.
- [37]Andersson,J.C.M.,A.J.B.Zehnder,et al.Improved SWATmodel performance with time-dynamic Voronoi tessellation of climatic input data in Southern Africa[J].Journal of the American Water Resources Association,2012,48(3),480-493.
- [38]Shi C X,Xie Z H,Qian H,et al.China land soil moisture En KFdata assimilation based on satellite remote sensing data.Sci China Earth Sci,2011,54(09).
- [39]孟现勇,王浩,师春香,等.基于CLDAS强迫CLM3.5模式的新疆区域土壤温度陆面过程模拟及验证[J].生态学报,2017.37(3).
- [40]张涛.基于LAPS/STMAS的多源资料融合及应用研究[D].南京:南京信息工程大学,2013.
- [41]师春香.基于En KF算法的卫星遥感土壤湿度同化研究[D].北京:中国科学院研究生院,2008.
- [42]Morid S,Gosain AK,Keshari AK.Solar radiation estimation using temperature-based sto-chastic and artificial neural networks approaches[J].Hydrology Research,2002,33(4):291-304;
- [43]Abbaspour KC,Vejdani M,Haghighat S.SWAT-CUP calibration and uncertainty programs for SWAT.In Oxley.L.and Kulasiri,D.(eds)MODSIM 2007 International Congress on Modelling and Simulation[C]//Modelling and Simulation Society of Australia and New Zealand,December 2007:1596-1602.
- [44]Nash J.E.,J.V.Sutcliffe.River Flow Forecasting through ConceptualM odels:Part 1.-A Discussion of Principles[J].Journal of Hydrology,1970,10:282-290.
- [45]Schaefli B,Gupta H V.Do Nash values have value?[J].Hydrological Processes,2007,21:2075-2080.
- [46]Santhi C,Arnold JG,Williams JR,et al.Application of a watershed model to evaluate management efforts on point and nonpoint source pollution[J].Transactions of the ASAE,2001,44:1559-1570.
- [47]Ahmad HMN,Sinclair A,Jamieson R,et al.Modeling sediment and nitrogen export from a rural watershed in Eastern Canada using the soil and water assessment tool[J].Journal of Environmental Quality,2011,40:1182-1194.
- [48]Moriasi DN,Arnold JG,Van liew MW,et al.Model evaluation guidelines for systematic quantification of accuracy in watershed simulations[J].Trans ASABE,2007,50:885-900.
- [49]Silva V.B.S.,V.E.Kousky,R.W.Higgins.Daily Precipitation Statistics for South America:An Intercomparison Between NCEP Reanalyses and Observations[J].Journal of Hydrometeorology,2011(12):101-117.
- [50]尹振良,肖洪浪,邹松兵.祁连山黑河干流山区水文模拟研究进展[J].冰川冻土,2013,35(2):4338-446.