长江流域资源与环境 >> 2016, Vol. 25 >> Issue (09): 1466-1474.doi: 10.11870/cjlyzyyhj201609018

• 自然灾害 • 上一篇    

统计降尺度在AREM模式洪水预报试验中应用初探

殷志远1, 李俊1, 胡小梅2, 彭涛1, 杨芳3   

  1. 1. 中国气象局武汉暴雨研究所, 暴雨监测预警湖北省重点实验室, 湖北 武汉 430205;
    2. 湖北省漳河工程管理局, 湖北 荆门 448100;
    3. 湖北省气象信息与技术保障中心, 湖北 武汉 430074
  • 收稿日期:2015-12-30 修回日期:2016-04-03 出版日期:2016-09-20
  • 作者简介:殷志远(1981~),男,高级工程师,主要从事水文气象预报研究.E-mail:yzy87888073@126.com
  • 基金资助:
    湖北省气象局科技发展重点基金(2015Z02);灾害天气国家重点实验室基金(2014LASW-B09)

PRELIMINARY STUDY ON THE APPLICATION OF STATISTICAL DOWNSCALING IN AREM MODEL FLOOD FORECASTING

YIN Zhi-yuan1, LI Jun1, HU Xiao-mei2, PENG Tao1, YANG Fang3   

  1. 1. Hubei Key Laboratory for Heavy Rain Monitoring and Warning Research, Institute of Heavy Rain, China Meteorological Administration, Wuhan 430074, China;
    2. Hubei Zhanghe Project Administra-tion Bureau, Jingmen 448100, China;
    3. Hubei Meteorological Information and Technological Support Centre, Wuhan 430074, China
  • Received:2015-12-30 Revised:2016-04-03 Online:2016-09-20
  • Supported by:
    Funding Projects:Key Fund of Science and Technology Development of Hubei Provincial Meteorological Bureau(2015Z02);Fund of State Key Laboratory of Severe Weather(2014LASW-B09)

摘要: 利用2006~2008年AREM模式预报降雨和漳河水库逐小时雨量站观测降雨及入库流量资料,对水库流域进行网格划分,建立了基于网格的空间分辨率分别为(0.25°×0.25°)和(0.5°×0.5°)的降雨预报统计降尺度模型,同时对降尺度模型了进行了模拟效果的检验,证明该降尺度模型的计算结果可以用于漳河水库洪水预报试验。从2009~2010年中选取了4次洪水过程,进行个例试验,试验结果表明,统计降尺度模型对洪水过程效率系数的改进效果不明显,但对减小预报洪峰流量相对误差有一定的效果,平均相对误差降低了10%左右,峰现时差也略有减小。

关键词: 统计降尺度, 洪水预报, AREM模式, 新安江模型

Abstract: Using AREM model of precipitation forecasting, hourly precipitation data of the Zhanghe reservoir station and the reservoir inflow data from the 2006 to 2008, a statistical downscaling model of forecasting precipitation was established based on the grids at the spatial resolutions of 0.25° and 0.5°. At the same time, the simulation result of statistical downscaling model are carried out. The results showed that the proposed method can be used in the flood forecasting of Zhanghe reservoir. From the 2009 to 2010, four prediction experiments were carried out, and the results showed that the statistical downscaling model was not good at improving flood process efficiency, but there was a certain effect to reduce the peak flow forecasting relative error, the average relative error was reduced by about 10%, the peak time error was slightly decreased, too.

Key words: statistical downscaling, flood forecasting, AREM model, Xin'an River model

中图分类号: 

  • S4
[1] 赵琳娜, 包红军, 田付友, 等. 水文气象研究进展[J]. 气象, 2012, 38(2):147-154. [ZHAO L N, BAO H J, TIAN F Y, et al. Advances in hydrome-teorological research[J]. Meteorological Monthly, 2012, 38(2):147-154.]
[2] 崔春光, 彭涛, 沈铁元, 等. 定量降水预报与水文模型耦合的中小流域汛期洪水预报试验[J]. 气象, 2010, 36(12):56-61. [CUI C G, PENG T, SHEN T Y, et al. The flood forecast test on QPF coupling with hydrological model in flood season in medium and small catchment[J]. Meteorological Monthly, 2010, 36(12):56-61.]
[3] 王莉莉, 陈德辉, 赵琳娜. GRAPES气象-水文模式在一次洪水预报中的应用[J]. 应用气象学报, 2012, 23(3):274-284. [WANG L L, CHEN D H, ZHAO L N. Application of GRAPES meteorological and hydrological coupled model to flood forecast[J]. Journal of Applied Meteorological Science, 2012, 23(3):274-284.]
[4] 包红军, 赵琳娜. 基于集合预报的淮河流域洪水预报研究[J]. 水利学报, 2012, 43(2):216-224. [BAO H J, ZHAO L N. Flood forecast of Huaihe River based on TIGGE ensemble predictions[J]. Journal of Hydraulic Engineering, 2012, 43(2):216-224.]
[5] EVANS J P. Improving the characteristics of streamflow modeled by regional climate models[J]. Journal of Hydrology, 2003, 284(1/4):211-227.
[6] ANDERSON M L, CHEN Z Q, ASCE M, et al. Coupling HEC-HMS with atmospheric models for prediction of watershed runoff[J]. Journal of Hydrologic Engineering, 2002, 7(4):312-318.
[7] COLLISCHONN W, HAAS R, ANDREOLLI I, et al. Forecasting River Uruguay flow using rainfall forecasts from a regional weather-prediction model[J]. Journal of Hydrology, 2005, 305(1/4):87-98.
[8] 叶金印, 李致家, 常露. 基于动态临界雨量的山洪预警方法研究与应用[J]. 气象, 2014, 40(1):101-107. [YE J Y, LI Z J, CHANG L. Research and application of flash flood early warning method based on dynamic critical precipitation[J]. Meteorological Monthly, 2014, 40(1):101-107.]
[9] 殷志远, 彭涛, 王俊超, 等. 基于AREM模式的贝叶斯洪水概率预报试验[J]. 暴雨灾害, 2012, 31(1):59-65. [YIN Z Y, PENG T, WANG J C, et al. Experiments of Bayesian probability flood forecasting based on the AREM model[J]. Torrential Rain and Disasters, 2012, 31(1):59-65.]
[10] 刘永和, 郭维栋, 冯锦明, 等. 气象资料的统计降尺度方法综述[J]. 地球科学进展, 2011, 26(8):837-847. [LIU Y H, GUO W D, FENG J M, et al. A summary of methods for statistical downscaling of meteorological data[J]. Advances in Earth Science, 2011, 26(8):837-847.]
[11] 刘向培, 王汉杰, 何明元. 应用统计降尺度方法预估江淮流域未来降水[J]. 水科学进展, 2012, 23(1):29-37. [LIU X P, WANG H J, HE M Y. Estimation of precipitation under future climate scenarios in the Yangtze-Huaihe region using statistical downscaling[J]. Advances in Water Science, 2012, 23(1):29-37.]
[12] 王亚男, 智协飞. 多模式降水集合预报的统计降尺度研究[J]. 暴雨灾害, 2012, 31(1):1-7. [WANG Y N, ZHI X F. Statistical downscaling of the precipitation multimodel ensemble forecast[J]. Torrential Rain and Disasters, 2012, 31(1):1-7.]
[13] 王海霞, 智协飞. 基于TIGGE多模式降水量预报的统计降尺度研究[J]. 气象科学, 2015, 35(4):430-437. [WANG H X, ZHI X F. Statistical downscaling research of precipitation forecast based on TIGGE multimodel ensemble[J]. Journal of the Meteorological Sciences, 2015, 35(4):430-437.]
[14] 殷志远, 赖安伟, 公颖, 等. 气象水文耦合中的降尺度方法研究进展[J]. 暴雨灾害, 2010, 29(1):89-95. [YIN Z Y, LAI A W, GONG Y, et al. Research development on downscaling method in meteorology and hydrology coupling[J]. Torrential Rain and Disasters, 2010, 29(1):89-95.]
[15] 胡海洋, 胡轶佳, 钟中, 等. WRF模式对中国夏季降水的动力降尺度模拟研究[J]. 气象科学, 2015, 35(4):413-421. [HU H Y, HU Y J, ZHONG Z, et al. Double nested dynamical downscaling research on summer precipitation over China with WRF model[J]. Journal of the Meteorological Sciences, 2015, 35(4):413-421.]
[16] 黄惠镕, 郭品文. 基于统计降尺度方法的夏季降水精细化预报[J]. 南京信息工程大学学报:自然科学版, 2014, 6(5):449-458. [HUANG H R, GUO P W. Summer fine precipitation forecasting based on the statistical downscaling technology[J]. Journal of Nanjing University of Information Science and Technology:Natural Science Edition, 2014, 6(5):449-458.]
[17] 马金辉, 屈创, 张海筱, 等. 2001-2010年石羊河流域上游TRMM降水资料的降尺度研究[J]. 地理科学进展, 2013, 32(9):1423-1432. [MA J H, QU C, ZHANG H X, et al. Spatial downscaling of TRMM precipitation data based on DEM in the upstream of Shiyang River Basin during 2001-2010[J]. Progress in Geography, 2013, 32(9):1423-1432.]
[18] 赵人俊. 流域水文模拟[M]. 北京:水利电力出版社, 1984. [ZHAO R J. Watershed hydrological simulation[M]. Beijing:Water Conservancy and Electric Power Press, 1984.]
[19] 公颖, 李俊. 不同背景场条件下AREM模式预报效果评估分析[J]. 气象科技, 2009, 37(1):1-8. [GONG Y, LI J. Evaluation and analysis of AREM prediction under different background fields[J]. Meteorological Science and Technology, 2009, 37(1):1-8.]
[20] 李俊, 沈铁元, 宋星原, 等. AREM中尺度暴雨模式降水预报试验[J]. 武汉大学学报(工学版), 2007, 40(1):13-17, 24. [LI J, SHEN T Y, SONG X Y, et al. Precipitation forecast experiments of a meso-scale numerical model AREM[J]. Engineering Journal of Wuhan University, 2007, 40(1):13-17, 24.]
[21] 中华人民共和国水利部. SL 250-2000水文情报预报规范[S]. 北京:中国水利水电出版社, 2001:18-22. [The Ministry of Water Resources of the People's Republic of China. SL 250-2000 Standard for hydrological information and hydrological forecasting[S]. Beijing:China Water & Power Press, 2001:18-22.]
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