Effects of Weather and Anthropogenic Precursors on Ground-Level Ozone Concentrations in Malaysian Cities

被引:4
|
作者
Baidrulhisham, Syaza Ezzati [1 ]
Noor, Norazian Mohamed [1 ,2 ]
Hassan, Zulkarnain [1 ]
Sandu, Andrei Victor [3 ,4 ]
Vizureanu, Petrica [3 ,5 ]
Ul-Saufie, Ahmad Zia [2 ,6 ]
Zainol, Mohd Remy Rozainy Mohd Arif [2 ,7 ,8 ]
Kadir, Aeslina Abdul [2 ,9 ]
Deak, Gyorgy [10 ]
机构
[1] Univ Malaysia Perlis, Fac Civil Engn Technol, Arau 02600, Malaysia
[2] Univ Malaysia Perlis, Ctr Excellence Geopolymer & Green Technol CEGeoGT, Sustainable Environm Res Grp SERG, Jejawi 02600, Malaysia
[3] Gheorghe Asachi Tech Univ Lasi, Fac Mat Sci & Engn, Blvd D Mangeron 71, Iasi 700050, Romania
[4] Romanian Inventors Forum, Str Sf P Movila 3, Iasi 700089, Romania
[5] Tech Sci Acad Romania, Dacia Blvd 26, Bucharest 030167, Romania
[6] Univ Teknol Mara UiTM, Fac Comp & Math Sci, Shah Alam 40450, Selangor, Malaysia
[7] Univ Sains Malaysia, Sch Civil Engn, Engn Campus, Nibong Tebal 14300, Penang, Malaysia
[8] Univ Sains Malaysia, River Engn & Urban Drainage Res Ctr REDAC, Engn Campus, Nibong Tebal 14300, Penang, Malaysia
[9] Univ Tun Hussein Onn Malaysia, Sustainable Campus Off, Batu Pahat Dist 86400, Parit Raja, Malaysia
[10] Natl Inst Res & Dev Environm Protect INCDPM, Splaiul Independentei 294, Bucharest 060031, Romania
关键词
air quality modeling; ozone; anthropogenic precursors; Spearman correlation; multiple linear regression; ANN; YANGTZE-RIVER DELTA; SURFACE OZONE; AIR-QUALITY; KLANG VALLEY; METEOROLOGY; REGRESSION; SUBURBAN; PREDICTION; POLLUTION; CLIMATE;
D O I
10.3390/atmos13111780
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Ground-level ozone (O-3) is a significant source of air pollution, mainly in most urban areas across the globe. Ground-level O-3 is not emitted directly into the atmosphere. It results from photo-chemical reactions between precursors and is influenced by weather factors such as temperature. This study investigated the spatial and temporal analysis of ground-level ozone and analyzed the significant anthropogenic precursors and the weather parameters associated with ground-level ozone during daytime and nighttime at three cities in peninsular Malaysia, namely, Kuala Terengganu, Perai, and Seremban from 2016 to 2020. Secondary data were acquired from the Department of Environment (DOE), Malaysia, including hourly data of O-3 with trace gases and weather parameters. The secondary data were analyzed using temporal analysis such as descriptive statistics, box plot, and diurnal plot as well as spatial analysis such as contour plot and wind rose diagram. Spearman correlation was used to identify the association of O-3 with its precursors and weather parameters. The results show that a higher concentration of O-3 during the weekend due to "ozone weekend effects" was pronounced, however, a slightly significant effect was observed in Perai. The two monsoonal seasons in Malaysia had a minimal effect on the study areas except for Kuala Terengganu due to the geographical location. The diurnal pattern of O-3 concentration indicates bimodal peaks of O-3 precursors during the peak traffic hours in the morning and evening with the highest intensity of O-3 precursors detected in Perai. Spearman correlation analysis determined that the variations in O-3 concentrations during day and nighttime generally coincide with the influence of nitrogen oxides (NO) and temperature. Lower NO concentration will increase the amount of O-3 concentration and an increasing amount of O-3 concentration is influenced by the higher temperature of its surroundings. Two predictive models, i.e., linear (multiple linear regression) and nonlinear models (artificial neural network) were developed and evaluated to predict the next day and nighttime O-3 levels. ANN resulted in better prediction for all areas with better prediction identified for daytime O-3 levels.
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页数:20
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