In this study, two series of data for extreme rainfall events are generated based on Annual Maximum and Partial Duration Methods, derived from 102 rain-gauge stations in Peninsular from 1982-2012. To determine the optimal threshold for each station, several requirements must be satisfied and Adapted Hill estimator is employed for this purpose. A semi-parametric bootstrap is then used to estimate the mean square error (MSE) of the estimator at each threshold and the optimal threshold is selected based on the smallest MSE. The mean annual frequency is also checked to ensure that it lies in the range of one to five and the resulting data is also de-clustered to ensure independence. The two data series are then fitted to Generalized Extreme Value and Generalized Pareto distributions for annual maximum and partial duration series, respectively. The parameter estimation methods used are the Maximum Likelihood and the L-moment methods. Two goodness of fit tests are then used to evaluate the best-fitted distribution. The results showed that the Partial Duration series with Generalized Pareto distribution and Maximum Likelihood parameter estimation provides the best representation for extreme rainfall events in Peninsular Malaysia for majority of the stations studied. Based on these findings, several return values are also derived and spatial mapping are constructed to identify the distribution characteristic of extreme rainfall in Peninsular Malaysia.
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3 February 2015
THE 2ND ISM INTERNATIONAL STATISTICAL CONFERENCE 2014 (ISM-II): Empowering the Applications of Statistical and Mathematical Sciences
12–14 August 2014
Pahang, Malaysia
Research Article|
February 03 2015
Modelling of extreme rainfall events in Peninsular Malaysia based on annual maximum and partial duration series
Wan Zawiah Wan Zin;
Wan Zawiah Wan Zin
School of Mathematical Sciences, Faculty of Science & Technology, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor,
Malaysia
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Wendy Ling Shinyie;
Wendy Ling Shinyie
School of Mathematical Sciences, Faculty of Science & Technology, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor,
Malaysia
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Abdul Aziz Jemain
Abdul Aziz Jemain
School of Mathematical Sciences, Faculty of Science & Technology, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor,
Malaysia
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AIP Conf. Proc. 1643, 312–320 (2015)
Citation
Wan Zawiah Wan Zin, Wendy Ling Shinyie, Abdul Aziz Jemain; Modelling of extreme rainfall events in Peninsular Malaysia based on annual maximum and partial duration series. AIP Conf. Proc. 3 February 2015; 1643 (1): 312–320. https://doi.org/10.1063/1.4907461
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