The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz

Water is an essential part of human life. Water consumption means the freshwater that is taken from ground or surface water sources and transfer to the place of use. Recently, some of state in Malaysia faced a water crisis due to increase in demand, insufficient water supply, lack of river basin man...

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Main Authors: Ismail, Noris Zayyani, Khairi, Nurshafiqah, Mohd Hafiz, Nur Ariena Fasihah
Format: Student Project
Language:English
Published: 2019
Subjects:
Online Access:https://ir.uitm.edu.my/id/eprint/50164/1/50164.pdf
https://ir.uitm.edu.my/id/eprint/50164/
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spelling my.uitm.ir.501642021-09-06T08:42:35Z https://ir.uitm.edu.my/id/eprint/50164/ The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz Ismail, Noris Zayyani Khairi, Nurshafiqah Mohd Hafiz, Nur Ariena Fasihah Mathematical statistics. Probabilities Data processing Analysis Analytical methods used in the solution of physical problems Water is an essential part of human life. Water consumption means the freshwater that is taken from ground or surface water sources and transfer to the place of use. Recently, some of state in Malaysia faced a water crisis due to increase in demand, insufficient water supply, lack of river basin management and growth of population. Moreover, demanding for water consumption that increases per year will lead to the more serious problem in Malaysia. Water consumption research has been conducted for decades. A statistician needs to play their role in conducting a research related to the water consumption. Hence, this study aims to identify the best fitted distribution model for water consumption data. A secondary data that consisted of 221 different locations for year 2017 has been used in this study. Three distributions namely as normal, lognormal and loglogistic distributions have been used to model the water consumption data. Furthermore, the best parameters for each distribution has been estimated based on Maximum Likelihood Estimation (MLE) and Least Square Estimation (LSE) methods. Based on this study, it is found that LSE give the best parameter estimation for each distribution since the value of Mean Square (MSE) was smaller as compared to MLE. Anderson darling goodness of fit was used to determine the best fitted model for water consumption. Based on the comparison of the fitted model, it seems that loglogistic distribution give the better fit for water consumption data as compared to no1mal and lognormal distributions. The loglogistic showed the smallest Anderson darling value (AD=0.3720) with critical value (CV=2.5018) respectively. Therefore, the best fitted distribution found in this study can be used by water authorities in Malaysia to evaluate the level of water demand and forecast water consumption for the future. 2019 Student Project NonPeerReviewed text en https://ir.uitm.edu.my/id/eprint/50164/1/50164.pdf ID50164 Ismail, Noris Zayyani and Khairi, Nurshafiqah and Mohd Hafiz, Nur Ariena Fasihah (2019) The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz. [Student Project] (Unpublished)
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Mathematical statistics. Probabilities
Data processing
Analysis
Analytical methods used in the solution of physical problems
spellingShingle Mathematical statistics. Probabilities
Data processing
Analysis
Analytical methods used in the solution of physical problems
Ismail, Noris Zayyani
Khairi, Nurshafiqah
Mohd Hafiz, Nur Ariena Fasihah
The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz
description Water is an essential part of human life. Water consumption means the freshwater that is taken from ground or surface water sources and transfer to the place of use. Recently, some of state in Malaysia faced a water crisis due to increase in demand, insufficient water supply, lack of river basin management and growth of population. Moreover, demanding for water consumption that increases per year will lead to the more serious problem in Malaysia. Water consumption research has been conducted for decades. A statistician needs to play their role in conducting a research related to the water consumption. Hence, this study aims to identify the best fitted distribution model for water consumption data. A secondary data that consisted of 221 different locations for year 2017 has been used in this study. Three distributions namely as normal, lognormal and loglogistic distributions have been used to model the water consumption data. Furthermore, the best parameters for each distribution has been estimated based on Maximum Likelihood Estimation (MLE) and Least Square Estimation (LSE) methods. Based on this study, it is found that LSE give the best parameter estimation for each distribution since the value of Mean Square (MSE) was smaller as compared to MLE. Anderson darling goodness of fit was used to determine the best fitted model for water consumption. Based on the comparison of the fitted model, it seems that loglogistic distribution give the better fit for water consumption data as compared to no1mal and lognormal distributions. The loglogistic showed the smallest Anderson darling value (AD=0.3720) with critical value (CV=2.5018) respectively. Therefore, the best fitted distribution found in this study can be used by water authorities in Malaysia to evaluate the level of water demand and forecast water consumption for the future.
format Student Project
author Ismail, Noris Zayyani
Khairi, Nurshafiqah
Mohd Hafiz, Nur Ariena Fasihah
author_facet Ismail, Noris Zayyani
Khairi, Nurshafiqah
Mohd Hafiz, Nur Ariena Fasihah
author_sort Ismail, Noris Zayyani
title The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz
title_short The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz
title_full The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz
title_fullStr The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz
title_full_unstemmed The Best-Fit Distribution model of water consumption / Noris Zayyani Ismail, Nurshafiqah Khairi and Nur Ariena Fasihah Mohd Hafiz
title_sort best-fit distribution model of water consumption / noris zayyani ismail, nurshafiqah khairi and nur ariena fasihah mohd hafiz
publishDate 2019
url https://ir.uitm.edu.my/id/eprint/50164/1/50164.pdf
https://ir.uitm.edu.my/id/eprint/50164/
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