On the estimation of radar rainfall error variance

被引:225
|
作者
Ciach, GJ [1 ]
Krajewski, WF [1 ]
机构
[1] Univ Iowa, Iowa Inst Hydraul Res, Iowa City, IA 52242 USA
基金
美国国家航空航天局;
关键词
D O I
10.1016/S0309-1708(98)00043-8
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
One of the major problems in radar rainfall (RR) estimation is the lack of accurate reference data on area-averaged rainfall. Radar-raingauge (R-G) comparisons are commonly used to assess and to validate the radar algorithms, but large differences of the spatial resolution between raingauge and radar measurements prevent any straightforward interpretation of the results. We assume that the R-G difference variance can be partitioned into the error of the radar area-averaged rainfall estimate, and the area-point background originating from the resolution difference. A robust procedure to decompose these components, named the error separation method (ESM), is proposed, discussed, and demonstrated. If applied to a sufficiently large sample, it allows the estimation of the radar error part and description of the uncertainties of hydrological radar products in rigorous statistical terms. An extensive data set is used to illustrate the ESM application. Proportion of the error components in the R-G difference variance is studied as a function of rainfall accumulation time. The intervals from 5 min through 4 days are considered, and the radar grid resolution of 4 x 4 km is assumed. The results show that the area-point component is a dominant part of the R-G difference at short time scales, and remains significant even for the 4-day accumulations. (C) 1999 Elsevier science Limited. All rights reserved.
引用
收藏
页码:585 / 595
页数:11
相关论文
共 50 条
  • [1] On the estimation of radar rainfall error variance
    Iowa Institute of Hydraulic Research, The University of Iowa, Iowa City, IA 52242, United States
    [J]. Adv. Water Resour., 6 (585-595):
  • [2] Radar rainfall error variance and its impact on radar rainfall calibration
    Chumchean, S
    Sharma, A
    Seed, A
    [J]. PHYSICS AND CHEMISTRY OF THE EARTH, 2003, 28 (1-3) : 27 - 39
  • [3] Estimation of radar-rainfall error spatial correlation
    Mandapaka, Pradeep V.
    Krajewski, Witold F.
    Ciach, Grzegorz J.
    Villarini, Gabriele
    Smith, James A.
    [J]. ADVANCES IN WATER RESOURCES, 2009, 32 (07) : 1020 - 1030
  • [4] Close-range radar rainfall estimation and error analysis
    van de Beek, C. Z.
    Leijnse, H.
    Hazenberg, P.
    Uijlenhoet, R.
    [J]. ATMOSPHERIC MEASUREMENT TECHNIQUES, 2016, 9 (08) : 3837 - 3850
  • [5] Modeling Radar Rainfall Estimation Uncertainties: Random Error Model
    AghaKouchak, A.
    Habib, E.
    Bardossy, A.
    [J]. JOURNAL OF HYDROLOGIC ENGINEERING, 2010, 15 (04) : 265 - 274
  • [6] Zero-covariance hypothesis in the error variance separation method of radar rainfall verification
    Ciach, GJ
    Habib, E
    Krajewski, WF
    [J]. ADVANCES IN WATER RESOURCES, 2003, 26 (05) : 573 - 580
  • [7] Estimation of Satellite Rainfall Error Variance Using Readily Available Geophysical Features
    Gebregiorgis, Abebe S.
    Hossain, Faisal
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (01): : 288 - 304
  • [8] Radar hydrology: rainfall estimation
    Krajewski, WF
    Smith, JA
    [J]. ADVANCES IN WATER RESOURCES, 2002, 25 (8-12) : 1387 - 1394
  • [9] ESTIMATION OF PREDICTION ERROR VARIANCE
    HANNAN, EJ
    NICHOLLS, DF
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1977, 72 (360) : 834 - 840
  • [10] An integrated approach to error correction for real-time radar-rainfall estimation
    Chumchean, S
    Sharma, A
    Seed, A
    [J]. JOURNAL OF ATMOSPHERIC AND OCEANIC TECHNOLOGY, 2006, 23 (01) : 67 - 79