A method for probabilistic flash flood forecasting

被引:49
作者
Hardy, Jill [1 ]
Gourley, Jonathan J. [2 ]
Kirstetter, Pierre-Emmanuel [3 ]
Hong, Yang [4 ]
Kong, Fanyou [5 ]
Flamig, Zachary L. [6 ]
机构
[1] Univ Oklahoma, Sch Meteorol, 120 David L Boren Blvd, Norman, OK 73072 USA
[2] NOAA, Natl Severe Storms Lab, 120 David L Boren Blvd, Norman, OK 73072 USA
[3] Univ Oklahoma, Adv Radar Res Ctr, NOAA, Natl Severe Storms Lab, 120 David L Boren Blvd, Norman, OK 73072 USA
[4] Univ Oklahoma, Adv Radar Res Ctr, Sch Civil Engn & Environm Sci, 120 David L Boren Blvd, Norman, OK 73072 USA
[5] Univ Oklahoma, Ctr Anal & Predict Storms, 120 David L Boren Blvd, Norman, OK 73072 USA
[6] Univ Oklahoma, Cooperat Inst Mesoscale Meteorol Studies, Adv Radar Res Ctr, NOAA,Natl Severe Storms Lab, 120 David L Boren Blvd, Norman, OK 73072 USA
基金
美国国家科学基金会;
关键词
Flash flood; Probabilistic; NWP; Distributed modeling; QUANTITATIVE PRECIPITATION FORECASTS; VERIFICATION; ENSEMBLE; MODEL; PREDICTION; GUIDANCE; SYSTEM; LIMITS; SKILL;
D O I
10.1016/j.jhydrol.2016.04.007
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Flash flooding is one of the most costly and deadly natural hazards in the United States and across the globe. This study advances the use of high-resolution quantitative precipitation forecasts (QPFs) for flash flood forecasting. The QPFs are derived from a stormscale ensemble prediction system, and used within a distributed hydrological model framework to yield basin-specific, probabilistic flash flood forecasts (PFFFs). Before creating the PFFFs, it is important to characterize QPF uncertainty, particularly in terms of location which is the most problematic for hydrological use of QPFs. The SAL methodology (Wernli et al., 2008), which stands for structure, amplitude, and location, is used for this error quantification, with a focus on location. Finally, the PFFF methodology is proposed that produces probabilistic hydrological forecasts. The main advantages of this method are: (1) identifying specific basin scales that are forecast to be impacted by flash flooding; (2) yielding probabilistic information about the forecast hydrologic response that accounts for the locational uncertainties of the QPFs; (3) improving lead time by using stormscale NWP ensemble forecasts; and (4) not requiring multiple simulations, which are computationally demanding. Published by Elsevier B.V.
引用
收藏
页码:480 / 494
页数:15
相关论文
共 48 条
[31]  
National Weather Service, 2014, WEATH FAT
[32]  
National Weather Service, 2010, REC SETT RAINF SIGN
[33]   A distributed hydrologic model and threshold frequency-based method for flash flood forecasting at ungauged locations [J].
Reed, Seann ;
Schaake, John ;
Zhang, Ziya .
JOURNAL OF HYDROLOGY, 2007, 337 (3-4) :402-420
[34]  
Roberts N. M., 2005, 455 MET OFF
[35]   Toward Improved Convection-Allowing Ensembles: Model Physics Sensitivities and Optimizing Probabilistic Guidance with Small Ensemble Membership [J].
Schwartz, Craig S. ;
Kain, John S. ;
Weiss, Steven J. ;
Xue, Ming ;
Bright, David R. ;
Kong, Fanyou ;
Thomas, Kevin W. ;
Levit, Jason J. ;
Coniglio, Michael C. ;
Wandishin, Matthew S. .
WEATHER AND FORECASTING, 2010, 25 (01) :263-280
[36]   Next-Day Convection-Allowing WRF Model Guidance: A Second Look at 2-km versus 4-km Grid Spacing [J].
Schwartz, Craig S. ;
Kain, John S. ;
Weiss, Steven J. ;
Xue, Ming ;
Bright, David R. ;
Kong, Fanyou ;
Thomas, Kevin W. ;
Levit, Jason J. ;
Coniglio, Michael C. .
MONTHLY WEATHER REVIEW, 2009, 137 (10) :3351-3372
[37]  
Stasinopoulos DM, 2007, J STAT SOFTW, V23
[38]   CONVECTIVE-SCALE WARN-ON-FORECAST SYSTEM A Vision for 2020 [J].
Stensrud, David J. ;
Xue, Ming ;
Wicker, Louis J. ;
Kelleher, Kevin E. ;
Foster, Michael P. ;
Schaefer, Joseph T. ;
Schneider, Russell S. ;
Benjamin, Stanley G. ;
Weygandt, Stephen S. ;
Ferree, John T. ;
Tuell, Jason P. .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2009, 90 (10) :1487-+
[39]   Probabilistic flood forecasting with a limited-area ensemble prediction system:: Selected case studies [J].
Verbunt, M. ;
Walser, A. ;
Gurtz, J. ;
Montani, A. ;
Schaer, C. .
JOURNAL OF HYDROMETEOROLOGY, 2007, 8 (04) :897-909
[40]   Perturbation of convection-permitting NWP forecasts for flash-flood ensemble forecasting [J].
Vincendon, B. ;
Ducrocq, V. ;
Nuissier, O. ;
Vie, B. .
NATURAL HAZARDS AND EARTH SYSTEM SCIENCES, 2011, 11 (05) :1529-1544