Time series analysis of surface ozone monitoring records in Kemaman,Malaysia
Time series analysis and forecasting has become a major tool in many applications in air pollution and environmental management fields. Among the most effective approaches for analyzing time series data is the model introduced by Box and Jenkins, ARIMA (Autoregressive Integrated Moving Average). In...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Universiti Kebangsaan Malaysia
2011
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| Online Access: | http://journalarticle.ukm.my/2472/ http://journalarticle.ukm.my/2472/1/01_Marzuki.pdf |
| _version_ | 1848809875345244160 |
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| author | Marzuki Ismail, Mohd. Zamri Ibrahim, Tg. Azmina Ibrahim, Ahmad Makmon Abdullah, |
| author_facet | Marzuki Ismail, Mohd. Zamri Ibrahim, Tg. Azmina Ibrahim, Ahmad Makmon Abdullah, |
| author_sort | Marzuki Ismail, |
| building | UKM Institutional Repository |
| collection | Online Access |
| description | Time series analysis and forecasting has become a major tool in many applications in air pollution and environmental management fields. Among the most effective approaches for analyzing time series data is the model introduced by Box and Jenkins, ARIMA (Autoregressive Integrated Moving Average). In this study we used Box-Jenkins methodology to build ARIMA model for monthly ozone data taken from an Automatic Air Quality Monitoring System in Kemaman station for the period from 1996 to 2007 with a total of 144 readings. Parametric seasonally adjusted ARIMA (0,1,1) (1,1,2)12 model was successfully applied to predict the long-term trend of ozone concentration. The detection of a steady statistical significant upward trend for ozone concentration in Kemaman is quite alarming. This is likely due to sources of ozone precursors related to industrial activities from nearby areas and the increase in road traffic volume. |
| first_indexed | 2025-11-14T23:21:33Z |
| format | Article |
| id | oai:generic.eprints.org:2472 |
| institution | Universiti Kebangasaan Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T23:21:33Z |
| publishDate | 2011 |
| publisher | Universiti Kebangsaan Malaysia |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | oai:generic.eprints.org:24722016-12-14T06:31:43Z http://journalarticle.ukm.my/2472/ Time series analysis of surface ozone monitoring records in Kemaman,Malaysia Marzuki Ismail, Mohd. Zamri Ibrahim, Tg. Azmina Ibrahim, Ahmad Makmon Abdullah, Time series analysis and forecasting has become a major tool in many applications in air pollution and environmental management fields. Among the most effective approaches for analyzing time series data is the model introduced by Box and Jenkins, ARIMA (Autoregressive Integrated Moving Average). In this study we used Box-Jenkins methodology to build ARIMA model for monthly ozone data taken from an Automatic Air Quality Monitoring System in Kemaman station for the period from 1996 to 2007 with a total of 144 readings. Parametric seasonally adjusted ARIMA (0,1,1) (1,1,2)12 model was successfully applied to predict the long-term trend of ozone concentration. The detection of a steady statistical significant upward trend for ozone concentration in Kemaman is quite alarming. This is likely due to sources of ozone precursors related to industrial activities from nearby areas and the increase in road traffic volume. Universiti Kebangsaan Malaysia 2011-05 Article PeerReviewed application/pdf en http://journalarticle.ukm.my/2472/1/01_Marzuki.pdf Marzuki Ismail, and Mohd. Zamri Ibrahim, and Tg. Azmina Ibrahim, and Ahmad Makmon Abdullah, (2011) Time series analysis of surface ozone monitoring records in Kemaman,Malaysia. Sains Malaysiana, 40 (5). pp. 411-417. ISSN 0126-6039 http://www.ukm.my/jsm/ |
| spellingShingle | Marzuki Ismail, Mohd. Zamri Ibrahim, Tg. Azmina Ibrahim, Ahmad Makmon Abdullah, Time series analysis of surface ozone monitoring records in Kemaman,Malaysia |
| title | Time series analysis of surface ozone monitoring records in Kemaman,Malaysia |
| title_full | Time series analysis of surface ozone monitoring records in Kemaman,Malaysia |
| title_fullStr | Time series analysis of surface ozone monitoring records in Kemaman,Malaysia |
| title_full_unstemmed | Time series analysis of surface ozone monitoring records in Kemaman,Malaysia |
| title_short | Time series analysis of surface ozone monitoring records in Kemaman,Malaysia |
| title_sort | time series analysis of surface ozone monitoring records in kemaman,malaysia |
| url | http://journalarticle.ukm.my/2472/ http://journalarticle.ukm.my/2472/ http://journalarticle.ukm.my/2472/1/01_Marzuki.pdf |