Uncertainty analysis of rainfall depth duration frequency curves using the bootstrap resampling technique

被引:0
|
作者
Jing Lin Ng
Samsuzana Abd Aziz
Yuk Feng Huang
Majid Mirzaei
Aimrun Wayayok
M K Rowshon
机构
[1] UCSI University,Department of Civil Engineering, Faculty of Engineering, Technology & Built Environment
[2] Universiti Putra Malaysia,Department of Biological and Agricultural Engineering
[3] Universiti Tunku Abdul Rahman,Department of Civil Engineering, Lee Kong Chian Faculty of Engineering and Science
[4] University of Malaya,Department of Civil Engineering, Faculty of Engineering
来源
关键词
Depth duration frequency curves; uncertainty; bootstrap resampling; generalised extreme value distribution;
D O I
暂无
中图分类号
学科分类号
摘要
Rainfall depth duration frequency (DDF) curves are used extensively in many engineering designs. However, due to the sampling error and the uncertainty associated with the parameter estimation process, the DDF curves are subjected to parameter uncertainty. In this study, an evaluation of the uncertainty of the DDF curves in the Kelantan river basin was performed using the bootstrap resampling method. Annual maximum rainfall series for durations of 24, 48, 72, 96 and 120 h were derived from the stochastic rainfall model outputs and fitted to the generalised extreme value (GEV) distribution. The bootstrap samples were generated by resampling with replacement from the annual maximum rainfall series. The relationships that describe the GEV parameters as a function of duration were used to establish the DDF curves. The 95% confidence intervals were used as an indicator to quantify the uncertainty in the DDF curves. The bootstrap distribution of the rainfall depth quantiles was represented by a normal probability density function. The results showed that uncertainty increased with the return period and there was significant uncertainty in the DDF curves. The suggested procedure is expected to contribute to endeavours in obtaining reliable DDF curves, where the uncertainty features are assessed.
引用
收藏
相关论文
共 50 条
  • [32] Bayesian comparison of different rainfall depth–duration–frequency relationships
    Aurélie Muller
    Jean-Noël Bacro
    Michel Lang
    Stochastic Environmental Research and Risk Assessment, 2008, 22 : 33 - 46
  • [33] Regional Rainfall Depth–Duration–Frequency Equations for an Alpine Region
    Marco Borga
    Claudia Vezzani
    Giancarlo Dalla Fontana
    Natural Hazards, 2005, 36 : 221 - 235
  • [34] Regional rainfall depth-duration-frequency equations for Canada
    Alila, Y
    WATER RESOURCES RESEARCH, 2000, 36 (07) : 1767 - 1778
  • [35] Uncertainty analysis of regional flow duration curves
    Yu, PS
    Yang, TC
    Wang, YC
    JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT-ASCE, 2002, 128 (06): : 424 - 430
  • [36] Constructing rainfall depth-frequency curves considering a linear trend in rainfall observations
    Seo, Lynn
    Kim, Tae-Woong
    Choi, Minha
    Kwon, Hyun-Han
    STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2012, 26 (03) : 419 - 427
  • [37] Constructing rainfall depth-frequency curves considering a linear trend in rainfall observations
    Lynn Seo
    Tae-Woong Kim
    Minha Choi
    Hyun-Han Kwon
    Stochastic Environmental Research and Risk Assessment, 2012, 26 : 419 - 427
  • [38] Rainfall Intensity–Duration–Frequency (IDF) Curves: Effects of Uncertainty on Flood Protection and Runoff Quantification in Southwestern Saudi Arabia
    Ahmed AL-Areeq
    Muhammad Al-Zahrani
    Shakhawat Chowdhury
    Arabian Journal for Science and Engineering, 2021, 46 : 10993 - 11007
  • [39] Bootstrap resampling as a tool for uncertainty analysis in 2-D magnetotelluric inversion modelling
    Schnaidt, Sebastian
    Heinson, Graham
    GEOPHYSICAL JOURNAL INTERNATIONAL, 2015, 203 (01) : 92 - 106
  • [40] Intensity-duration-frequency curves from scaling representations of rainfall
    Langousis, Andreas
    Veneziano, Daniele
    WATER RESOURCES RESEARCH, 2007, 43 (02)