Evaluation of Global Flood Detection Using Satellite-Based Rainfall and a Hydrologic Model

被引:157
作者
Wu, Huan [1 ,2 ]
Adler, Robert F. [1 ,2 ]
Hong, Yang [3 ,4 ]
Tian, Yudong [1 ,2 ]
Policelli, Fritz [2 ]
机构
[1] Univ Maryland, Earth Syst Sci Interdisciplinary Ctr, College Pk, MD 20740 USA
[2] NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USA
[3] Univ Oklahoma, Sch Civil Engn & Environm Sci, Norman, OK 73019 USA
[4] Univ Oklahoma, Atmospher Radar Res Ctr, Norman, OK 73019 USA
关键词
PRECIPITATION ANALYSIS TMPA; STORAGE; RUNOFF; SYSTEM; BASIN;
D O I
10.1175/JHM-D-11-087.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
A new version of a real-time global flood monitoring system (GFMS) driven by Tropical Rainfall Measuring Mission (TRMM) Multisatellite Precipitation Analysis (TMPA) rainfall has been developed and implemented using a physically based hydrologic model. The purpose of this paper is to evaluate the performance of this new version of the GFMS in terms of flood event detection against flood event archives to establish a baseline of performance and directions for improvement. This new GFMS is quantitatively evaluated in terms of flood event detection during the TRMM era (1998-2010) using a global retrospective simulation (3-hourly and 1/8 degrees spatial resolution) with the TMPA 3B42V6 rainfall. Four methods were explored to define flood thresholds from the model results, including three percentile-based statistical methods and a Log Pearson type-Ill flood frequency curve method. The evaluation showed the GFMS detection performance improves [increasing probability of detection (POD)] with longer flood durations and larger affected areas. The impact of dams was detected in the validation statistics, with the presence of dams tending to result in more false alarms and greater false-alarm duration. The GFMS validation statistics for flood durations >3 days and for areas without dams vary across the four methods, but center around a POD of similar to 0.70 and a false-alarm rate (FAR) of similar to 0.65. The generally positive results indicate the value of this approach for monitoring and researching floods on a global scale, but also indicate limitations and directions for improvement of such approaches. These directions include improving the rainfall estimates, utilizing higher resolution in the runoff-routing model, taking into account the presence of dams, and improving the method for flood identification.
引用
收藏
页码:1268 / 1284
页数:17
相关论文
共 37 条
  • [1] A digitized global flood inventory (1998-2008): compilation and preliminary results
    Adhikari, Pradeep
    Hong, Yang
    Douglas, Kimberly R.
    Kirschbaum, Dalia Bach
    Gourley, Jonathan
    Adler, Robert
    Brakenridge, G. Robert
    [J]. NATURAL HAZARDS, 2010, 55 (02) : 405 - 422
  • [2] Adler RF, 2003, J HYDROMETEOROL, V4, P1147, DOI 10.1175/1525-7541(2003)004<1147:TVGPCP>2.0.CO
  • [3] 2
  • [4] Al-Sabhan W., 2003, Computers, Environment and Urban Systems, V27, P9, DOI 10.1016/S0198-9715(01)00010-2
  • [5] Adequacy of satellite derived rainfall data for stream flow modeling
    Artan, Guleid
    Gadain, Hussein
    Smith, Jodie L.
    Asante, Kwabena
    Bandaragoda, Christina J.
    Verdin, James P.
    [J]. NATURAL HAZARDS, 2007, 43 (02) : 167 - 185
  • [6] Bosilovich M.G., 2006, US CLIVAR VARIATIONS, V4, P5
  • [7] Orbital microwave measurement of river discharge and ice status
    Brakenridge, G. Robert
    Nghiem, Son V.
    Anderson, Elaine
    Mic, Rodica
    [J]. WATER RESOURCES RESEARCH, 2007, 43 (04)
  • [8] National threshold runoff estimation utilizing GIS in support of operational flash flood warning systems
    Carpenter, TM
    Sperfslage, JA
    Georgakakos, KP
    Sweeney, T
    Fread, DL
    [J]. JOURNAL OF HYDROLOGY, 1999, 224 (1-2) : 21 - 44
  • [9] Chow T.V., 1988, APPL HYDROLOGY
  • [10] Ensemble flood forecasting: A review
    Cloke, H. L.
    Pappenberger, F.
    [J]. JOURNAL OF HYDROLOGY, 2009, 375 (3-4) : 613 - 626