A methodology for the validation of uncertain flood inundation models

被引:132
作者
Horritt, M. S. [1 ]
机构
[1] Univ Bristol, Dept Civil Engn, Bristol BS8 1TR, Avon, England
基金
英国工程与自然科学研究理事会;
关键词
flood; uncertainty; model; remote sensing;
D O I
10.1016/j.jhydrol.2005.10.027
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
A rationale for the comparison of uncertain spatial predictions of flood extent with observed data is presented. The accuracy of model predictions is quantified through use of the reliability diagram and the associated root mean square error between uncertain predicted inundation and observed flooded proportion, and the precision measured through use of an entropy-like measure. The use of these two criteria is tested for the calibration and validation of a simple cellular flow model on a reach of the river Severn, UK, for which satellite imagery of flood extent for two events is available. The two measures give an insight into the differences between the calibration and validation processes and the effectiveness of data from different satellite sensors in constraining uncertain model parameters, and allow uncertainty and precision in model predictions to be quantified in a meaningful way. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:153 / 165
页数:13
相关论文
共 15 条
  • [1] Interferometric radar measurements of water level changes on the Amazon flood plain
    Alsdorf, DE
    Melack, JM
    Dunne, T
    Mertes, LAK
    Hess, LL
    Smith, LC
    [J]. NATURE, 2000, 404 (6774) : 174 - 177
  • [2] Uncertainty and equifinality in calibrating distributed roughness coefficients in a flood propagation model with limited data
    Aronica, G
    Hankin, B
    Beven, K
    [J]. ADVANCES IN WATER RESOURCES, 1998, 22 (04) : 349 - 365
  • [3] Assessing the uncertainty in distributed model predictions using observed binary pattern information within GLUE
    Aronica, G
    Bates, PD
    Horritt, MS
    [J]. HYDROLOGICAL PROCESSES, 2002, 16 (10) : 2001 - 2016
  • [4] Bayesian updating of flood inundation likelihoods conditioned on flood extent data
    Bates, PD
    Horritt, MS
    Aronica, G
    Beven, K
    [J]. HYDROLOGICAL PROCESSES, 2004, 18 (17) : 3347 - 3370
  • [5] A simple raster-based model for flood inundation simulation
    Bates, PD
    De Roo, APJ
    [J]. JOURNAL OF HYDROLOGY, 2000, 236 (1-2) : 54 - 77
  • [6] THE FUTURE OF DISTRIBUTED MODELS - MODEL CALIBRATION AND UNCERTAINTY PREDICTION
    BEVEN, K
    BINLEY, A
    [J]. HYDROLOGICAL PROCESSES, 1992, 6 (03) : 279 - 298
  • [7] Distributed sensitivity analysis of flood inundation model calibration
    Hall, JW
    Tarantola, S
    Bates, PD
    Horritt, MS
    [J]. JOURNAL OF HYDRAULIC ENGINEERING-ASCE, 2005, 131 (02): : 117 - 126
  • [8] Calibration of a two-dimensional finite element flood flow model using satellite radar imagery
    Horritt, MS
    [J]. WATER RESOURCES RESEARCH, 2000, 36 (11) : 3279 - 3291
  • [9] Evaluation of 1D and 2D numerical models for predicting river flood inundation
    Horritt, MS
    Bates, PD
    [J]. JOURNAL OF HYDROLOGY, 2002, 268 (1-4) : 87 - 99
  • [10] Horritt MS, 2001, INT J REMOTE SENS, V22, P2489, DOI 10.1080/01431160152497691