Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events

In hydrology engineering, parameter estimation is of importance in the analysis of probability distribution. It is especially useful in predicting extreme hydrological events like flood so that an accurate and precise outcome can be obtained. In this study, distributions chosen to fit the annual...

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Main Author: Tai, Michelle Pei Wen
Format: Thesis
Language:English
Published: 2015
Subjects:
Online Access:http://eprints.intimal.edu.my/94/
http://eprints.intimal.edu.my/94/1/BCEGI%20-%2025.pdf
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author Tai, Michelle Pei Wen
author_facet Tai, Michelle Pei Wen
author_sort Tai, Michelle Pei Wen
building INTI Institutional Repository
collection Online Access
description In hydrology engineering, parameter estimation is of importance in the analysis of probability distribution. It is especially useful in predicting extreme hydrological events like flood so that an accurate and precise outcome can be obtained. In this study, distributions chosen to fit the annual maximum discharge of Sungai Kelantan are the lognormal distribution, the log-Pearson type III distribution and the generalized extreme value distribution. Based on the best-fit distribution chosen according to Chi-squared test, a number of statistical methods by MOM, MLM and MLEs are used to estimate parameters of the distribution. The required expectations and quantile estimates can then be obtained from the distribution parameters with a return period of 2, 10, 25, 50, 100 and 200 years.
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spelling intimal-942016-04-06T09:48:50Z http://eprints.intimal.edu.my/94/ Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events Tai, Michelle Pei Wen TK Electrical engineering. Electronics Nuclear engineering In hydrology engineering, parameter estimation is of importance in the analysis of probability distribution. It is especially useful in predicting extreme hydrological events like flood so that an accurate and precise outcome can be obtained. In this study, distributions chosen to fit the annual maximum discharge of Sungai Kelantan are the lognormal distribution, the log-Pearson type III distribution and the generalized extreme value distribution. Based on the best-fit distribution chosen according to Chi-squared test, a number of statistical methods by MOM, MLM and MLEs are used to estimate parameters of the distribution. The required expectations and quantile estimates can then be obtained from the distribution parameters with a return period of 2, 10, 25, 50, 100 and 200 years. 2015 Thesis NonPeerReviewed text en http://eprints.intimal.edu.my/94/1/BCEGI%20-%2025.pdf Tai, Michelle Pei Wen (2015) Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events. Other thesis, INTI International University.
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Tai, Michelle Pei Wen
Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events
title Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events
title_full Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events
title_fullStr Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events
title_full_unstemmed Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events
title_short Comparison of Parameter Estimation Methods used in Probability Fitting to Hydrological Events
title_sort comparison of parameter estimation methods used in probability fitting to hydrological events
topic TK Electrical engineering. Electronics Nuclear engineering
url http://eprints.intimal.edu.my/94/
http://eprints.intimal.edu.my/94/1/BCEGI%20-%2025.pdf