Fitting Malaysian wind speed via log-normal distribution
Lognormal is one of the distributions in the family of the extreme distribution type. The lognormal distribution is a single tailed probability distribution of any random variables whose logarithm is normally distributed. As may be concluded by the name, the lognormal distribution has certain simil...
Main Authors: | , , , |
---|---|
Format: | Conference or Workshop Item |
Language: | English |
Published: |
2008
|
Subjects: | |
Online Access: | http://eprints.um.edu.my/9308/1/All.pdf |
_version_ | 1796945899000168448 |
---|---|
author | Mohamed, N.S. Kamisan, N.A.B. Zubairi, Y.Z. Hussin, A.G. |
author_facet | Mohamed, N.S. Kamisan, N.A.B. Zubairi, Y.Z. Hussin, A.G. |
author_sort | Mohamed, N.S. |
collection | UM |
description | Lognormal is one of the distributions in the family of the extreme distribution type. The lognormal distribution is a single tailed probability distribution of any random variables whose logarithm is normally distributed. As may be concluded by the name, the lognormal distribution has certain similarities to the normal distribution and describes many naturally occurring populations; for example, lognormal distribution has been used in many disciplines such as economics, life sciences and meteorology. Thus paper evaluates the performance of lognormal as a model to describe the Malaysian annual maximum wind speed for four locations (Alor Setar, Langkawi, Melaka and Senai). Based on rigorous tests of root mean square error, mean absolute error, and mean absolute percentage error and density plots, the results suggest that the lognormal is an adequate model in describing the maximal wind speed, thus contributing towards a better understanding of extreme wind behavior via robust statistical model. |
first_indexed | 2024-03-06T05:23:31Z |
format | Conference or Workshop Item |
id | um.eprints-9308 |
institution | Universiti Malaya |
language | English |
last_indexed | 2024-03-06T05:23:31Z |
publishDate | 2008 |
record_format | dspace |
spelling | um.eprints-93082014-12-31T09:09:24Z http://eprints.um.edu.my/9308/ Fitting Malaysian wind speed via log-normal distribution Mohamed, N.S. Kamisan, N.A.B. Zubairi, Y.Z. Hussin, A.G. QA Mathematics Lognormal is one of the distributions in the family of the extreme distribution type. The lognormal distribution is a single tailed probability distribution of any random variables whose logarithm is normally distributed. As may be concluded by the name, the lognormal distribution has certain similarities to the normal distribution and describes many naturally occurring populations; for example, lognormal distribution has been used in many disciplines such as economics, life sciences and meteorology. Thus paper evaluates the performance of lognormal as a model to describe the Malaysian annual maximum wind speed for four locations (Alor Setar, Langkawi, Melaka and Senai). Based on rigorous tests of root mean square error, mean absolute error, and mean absolute percentage error and density plots, the results suggest that the lognormal is an adequate model in describing the maximal wind speed, thus contributing towards a better understanding of extreme wind behavior via robust statistical model. 2008 Conference or Workshop Item NonPeerReviewed application/pdf en http://eprints.um.edu.my/9308/1/All.pdf Mohamed, N.S. and Kamisan, N.A.B. and Zubairi, Y.Z. and Hussin, A.G. (2008) Fitting Malaysian wind speed via log-normal distribution. In: International Symposium on Statistics & Optimization, 29-31 Dec 2008, Aligarh, India. (Submitted) |
spellingShingle | QA Mathematics Mohamed, N.S. Kamisan, N.A.B. Zubairi, Y.Z. Hussin, A.G. Fitting Malaysian wind speed via log-normal distribution |
title | Fitting Malaysian wind speed via log-normal distribution |
title_full | Fitting Malaysian wind speed via log-normal distribution |
title_fullStr | Fitting Malaysian wind speed via log-normal distribution |
title_full_unstemmed | Fitting Malaysian wind speed via log-normal distribution |
title_short | Fitting Malaysian wind speed via log-normal distribution |
title_sort | fitting malaysian wind speed via log normal distribution |
topic | QA Mathematics |
url | http://eprints.um.edu.my/9308/1/All.pdf |
work_keys_str_mv | AT mohamedns fittingmalaysianwindspeedvialognormaldistribution AT kamisannab fittingmalaysianwindspeedvialognormaldistribution AT zubairiyz fittingmalaysianwindspeedvialognormaldistribution AT hussinag fittingmalaysianwindspeedvialognormaldistribution |