Hydrologic evaluation of satellite precipitation products over a mid-size basin

被引:286
|
作者
Behrangi, Ali [1 ,2 ]
Khakbaz, Behnaz [2 ]
Jaw, Tsou Chun [2 ]
AghaKouchak, Amir [2 ]
Hsu, Kuolin [2 ]
Sorooshian, Soroosh [2 ]
机构
[1] CALTECH, Jet Prop Lab, Pasadena, CA 91109 USA
[2] Univ Calif Irvine, Dept Civil & Environm Engn, Henry Samueli Sch Engn, Ctr Hydrometeorol & Remote Sensing CHRS, Irvine, CA USA
关键词
Precipitation estimation; Remote sensing; Hydrologic modeling; Evaluation; GLOBAL PRECIPITATION; RAINFALL ESTIMATION; ANALYSIS TMPA; OPTIMIZATION; CALIBRATION; MULTIPLE; MODELS;
D O I
10.1016/j.jhydrol.2010.11.043
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Since the past three decades a great deal of effort is devoted to development of satellite-based precipitation retrieval algorithms. More recently, several satellite-based precipitation products have emerged that provide uninterrupted precipitation time series with quasi-global coverage. These satellite-based precipitation products provide an unprecedented opportunity for hydrometeorological applications and climate studies. Although growing, the application of satellite data for hydrological applications is still very limited. In this study, the effectiveness of using satellite-based precipitation products for streamflow simulation at catchment scale is evaluated. Five satellite-based precipitation products (TMPA-RT, TMPA-V6, CMORPH, PERSIANN, and PERSIANN-adj) are used as forcing data for streamflow simulations at 6-h and monthly time scales during the period of 2003-2008. SACramento Soil Moisture Accounting (SAC-SMA) model is used for streamflow simulation over the mid-size Illinois River basin. The results show that by employing the satellite-based precipitation forcing the general streamflow pattern is well captured at both 6-h and monthly time scales. However, satellites products, with no bias-adjustment being employed, significantly overestimate both precipitation inputs and simulated streamflows over warm months (spring and summer months). For cold season, on the other hand, the unadjusted precipitation products result in under-estimation of streamflow forecast. It was found that bias-adjustment of precipitation is critical and can yield to substantial improvement in capturing both streamflow pattern and magnitude. The results suggest that along with efforts to improve satellite-based precipitation estimation techniques, it is important to develop more effective near real-time precipitation bias adjustment techniques for hydrologic applications. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:225 / 237
页数:13
相关论文
共 50 条
  • [1] Hydrologic evaluation of satellite and reanalysis precipitation datasets over a mid-latitude basin
    Seyyedi, Hojjat
    Anagnostou, Emmanouil N.
    Beighley, Edward
    McCollum, Jeffrey
    [J]. ATMOSPHERIC RESEARCH, 2015, 164 : 37 - 48
  • [2] Evaluation of the latest satellite-gauge precipitation products and their hydrologic applications over the Huaihe River basin
    Sun, Ruochen
    Yuan, Huiling
    Liu, Xiaoli
    Jiang, Xiaoman
    [J]. JOURNAL OF HYDROLOGY, 2016, 536 : 302 - 319
  • [3] Hydrologic Evaluation of Six High Resolution Satellite Precipitation Products in Capturing Extreme Precipitation and Streamflow over a Medium-Sized Basin in China
    Jiang, Shanhu
    Liu, Shuya
    Ren, Liliang
    Yong, Bin
    Zhang, Linqi
    Wang, Menghao
    Lu, Yujie
    He, Yingqing
    [J]. WATER, 2018, 10 (01)
  • [4] Extensive Evaluation of Four Satellite Precipitation Products and Their Hydrologic Applications over the Yarlung Zangbo River
    Ye, Xiangyu
    Guo, Yuhan
    Wang, Zhonggen
    Liang, Liaofeng
    Tian, Jiayu
    [J]. REMOTE SENSING, 2022, 14 (14)
  • [5] Satellite precipitation products and hydrologic applications
    Tobin, Kenneth J.
    Bennett, Marvin E.
    [J]. WATER INTERNATIONAL, 2014, 39 (03) : 360 - 380
  • [6] Hydrologic Evaluation of Multi-Source Satellite Precipitation Products for the Upper Huaihe River Basin, China
    Wu, Zhiyong
    Xu, Zhengguang
    Wang, Fang
    He, Hai
    Zhou, Jianhong
    Wu, Xiaotao
    Liu, Zhenchen
    [J]. REMOTE SENSING, 2018, 10 (06)
  • [7] Evaluation of TRMM Satellite Precipitation Product in Hydrologic Simulations of Hai Basin
    Xiong Jun
    Mao Defa
    Yan Nana
    [J]. RIVER BASIN RESEARCH AND PLANNING APPROACH, 2009, : 180 - +
  • [8] Evaluation of latest TMPA and CMORPH satellite precipitation products over Yellow River Basin
    Jiang, Shan-hu
    Zhou, Meng
    Ren, Li-liang
    Cheng, Xue-rong
    Zhang, Peng-ju
    [J]. WATER SCIENCE AND ENGINEERING, 2016, 9 (02) : 87 - 96
  • [9] Evaluation of latest TMPA and CMORPH satellite precipitation products over Yellow River Basin
    Shan-hu Jiang
    Meng Zhou
    Li-liang Ren
    Xue-rong Cheng
    Peng-ju Zhang
    [J]. Water Science and Engineering, 2016, 9 (02) : 87 - 96
  • [10] Multiscale Hydrologic Applications of the Latest Satellite Precipitation Products in the Yangtze River Basin using a Distributed Hydrologic Model
    Li, Zhe
    Yang, Dawen
    Gao, Bing
    Jiao, Yang
    Hong, Yang
    Xu, Tao
    [J]. JOURNAL OF HYDROMETEOROLOGY, 2015, 16 (01) : 407 - 426