Modelling of PM10 concentration in industrialized area in Malaysia: A case study in Nilai & Shah Alam
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Universiti Malaysia Perlis (UniMAP)
2013
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my.unimap-236172013-02-16T08:54:10Z Modelling of PM10 concentration in industrialized area in Malaysia: A case study in Nilai & Shah Alam Tan, Cheng Yau Norazian Mohamed Noor Air pollution Particulate matter (PM10) Industrial area Air quality management Access is limited to UniMAP community. In Malaysia, the predominant air pollutants are suspended particulate matter (SPM) and nitrogen dioxide (NO2). This research is on PM10 as they may trigger harm to human health as well as environment. Six distributions, namely Weibull, log-normal, gamma, Rayleigh, Gumbel and Frechet were chosen to model the PM10 observations at two industrial areas: Nilai and Shah Alam. One-year period hourly average data for 2007 was used for this research. For parameters estimation, method of maximum likelihood estimation (MLE) was selected. Four performance indicators that are mean absolute error (MAE), root mean squared error (RMSE), coefficient of determination (R2) and prediction accuracy (PA), were applied to determine the goodness-of-fit criteria of the distributions. The best distribution that fits with the PM10 observations was found to be gamma distribution for Nilai whereas for Shah Alam, log-normal distribution is more appropriate. The probabilities of the exceedences concentration were calculated and the return period for the coming year was predicted from the cumulative density function (cdf) obtained from the best-fit distributions. For the 2006 data, Nilai was predicted to exceed 150 μg/m3 for 2.7 days in 2007 with a return period of one occurrence per 137 days. Shah Alam was predicted to exceed 150 μg/m3 for 5.9 days in 2007 with a return period of one occurrence per 62 days. Both areas do not exceed the MAAQG of 150 μg/m3 based on 2007 data. 2013-02-16T08:28:38Z 2013-02-16T08:28:38Z 2010-04 Learning Object http://hdl.handle.net/123456789/23617 en Universiti Malaysia Perlis (UniMAP) School of Environmental Engineering |
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Air pollution Particulate matter (PM10) Industrial area Air quality management |
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Air pollution Particulate matter (PM10) Industrial area Air quality management Tan, Cheng Yau Modelling of PM10 concentration in industrialized area in Malaysia: A case study in Nilai & Shah Alam |
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Access is limited to UniMAP community. |
author2 |
Norazian Mohamed Noor |
author_facet |
Norazian Mohamed Noor Tan, Cheng Yau |
format |
Learning Object |
author |
Tan, Cheng Yau |
author_sort |
Tan, Cheng Yau |
title |
Modelling of PM10 concentration in industrialized area in Malaysia: A case study in Nilai & Shah Alam |
title_short |
Modelling of PM10 concentration in industrialized area in Malaysia: A case study in Nilai & Shah Alam |
title_full |
Modelling of PM10 concentration in industrialized area in Malaysia: A case study in Nilai & Shah Alam |
title_fullStr |
Modelling of PM10 concentration in industrialized area in Malaysia: A case study in Nilai & Shah Alam |
title_full_unstemmed |
Modelling of PM10 concentration in industrialized area in Malaysia: A case study in Nilai & Shah Alam |
title_sort |
modelling of pm10 concentration in industrialized area in malaysia: a case study in nilai & shah alam |
publisher |
Universiti Malaysia Perlis (UniMAP) |
publishDate |
2013 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/23617 |
_version_ |
1643793872994697216 |
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13.211869 |