Functional extreme rainfall data in Petaling Jaya
This research implements two important main fields of the study which is functional data analysis and extreme value theory. The aims of this study are to convert the extreme rainfall data into functions and to propose method development for functional data analysis in extreme value theory. Functiona...
| Hlavní autoři: | , , , , |
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| Médium: | Conference or Workshop Item |
| Jazyk: | English |
| Vydáno: |
AIP Publishing
2016
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| On-line přístup: | http://psasir.upm.edu.my/id/eprint/57250/1/Functional%20extreme%20rainfall%20data%20in%20Petaling%20Jaya.pdf |
| _version_ | 1825931575277125632 |
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| author | Mohamad Adnan, Noor Izyan Adam, Mohd Bakri Ibrahim, Noor Akma Ishak, Mohd Yusoff Azmai, Mohammad Noor Amal |
| author_facet | Mohamad Adnan, Noor Izyan Adam, Mohd Bakri Ibrahim, Noor Akma Ishak, Mohd Yusoff Azmai, Mohammad Noor Amal |
| author_sort | Mohamad Adnan, Noor Izyan |
| collection | UPM |
| description | This research implements two important main fields of the study which is functional data analysis and extreme value theory. The aims of this study are to convert the extreme rainfall data into functions and to propose method development for functional data analysis in extreme value theory. Functional data analysis is one of the techniques to convert or transform discrete observations into functions or curves. The daily rainfall data in Petaling Jaya from 1974 to 2003 will be tested on extreme value theory approach which is block maxima in order to practice the functional data analysis technique. The least squares and akaike criteria information method are used to smooth the fourier basis of the functional data analysis. A descriptive statistics which represents the behavior of a rainfall data for Petaling Jaya is analyzed and illustrated by a smooth curve from functional data analysis. This study indicates that there is an increase in rates of the rainfall in Petaling Jaya for the recent period compared to the last 30 years data both in the mean and standard deviation values. |
| first_indexed | 2024-03-06T09:28:49Z |
| format | Conference or Workshop Item |
| id | upm.eprints-57250 |
| institution | Universiti Putra Malaysia |
| language | English |
| last_indexed | 2024-03-06T09:28:49Z |
| publishDate | 2016 |
| publisher | AIP Publishing |
| record_format | dspace |
| spelling | upm.eprints-572502017-09-26T03:48:33Z http://psasir.upm.edu.my/id/eprint/57250/ Functional extreme rainfall data in Petaling Jaya Mohamad Adnan, Noor Izyan Adam, Mohd Bakri Ibrahim, Noor Akma Ishak, Mohd Yusoff Azmai, Mohammad Noor Amal This research implements two important main fields of the study which is functional data analysis and extreme value theory. The aims of this study are to convert the extreme rainfall data into functions and to propose method development for functional data analysis in extreme value theory. Functional data analysis is one of the techniques to convert or transform discrete observations into functions or curves. The daily rainfall data in Petaling Jaya from 1974 to 2003 will be tested on extreme value theory approach which is block maxima in order to practice the functional data analysis technique. The least squares and akaike criteria information method are used to smooth the fourier basis of the functional data analysis. A descriptive statistics which represents the behavior of a rainfall data for Petaling Jaya is analyzed and illustrated by a smooth curve from functional data analysis. This study indicates that there is an increase in rates of the rainfall in Petaling Jaya for the recent period compared to the last 30 years data both in the mean and standard deviation values. AIP Publishing 2016 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/57250/1/Functional%20extreme%20rainfall%20data%20in%20Petaling%20Jaya.pdf Mohamad Adnan, Noor Izyan and Adam, Mohd Bakri and Ibrahim, Noor Akma and Ishak, Mohd Yusoff and Azmai, Mohammad Noor Amal (2016) Functional extreme rainfall data in Petaling Jaya. In: 3rd ISM International Statistical Conference 2016 (ISM III), 9-11 Aug. 2016, Institute of Mathematical Sciences, University of Malaya. (pp. 1-9). 10.1063/1.4982842 |
| spellingShingle | Mohamad Adnan, Noor Izyan Adam, Mohd Bakri Ibrahim, Noor Akma Ishak, Mohd Yusoff Azmai, Mohammad Noor Amal Functional extreme rainfall data in Petaling Jaya |
| title | Functional extreme rainfall data in Petaling Jaya |
| title_full | Functional extreme rainfall data in Petaling Jaya |
| title_fullStr | Functional extreme rainfall data in Petaling Jaya |
| title_full_unstemmed | Functional extreme rainfall data in Petaling Jaya |
| title_short | Functional extreme rainfall data in Petaling Jaya |
| title_sort | functional extreme rainfall data in petaling jaya |
| url | http://psasir.upm.edu.my/id/eprint/57250/1/Functional%20extreme%20rainfall%20data%20in%20Petaling%20Jaya.pdf |
| work_keys_str_mv | AT mohamadadnannoorizyan functionalextremerainfalldatainpetalingjaya AT adammohdbakri functionalextremerainfalldatainpetalingjaya AT ibrahimnoorakma functionalextremerainfalldatainpetalingjaya AT ishakmohdyusoff functionalextremerainfalldatainpetalingjaya AT azmaimohammadnooramal functionalextremerainfalldatainpetalingjaya |