Modelling and investigating the impacts of climatic variables on ozone concentration in Malaysia using correlation analysis with random forest, decision tree regression, linear regression, and support vector regression

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dc.contributor.authorAbdul-Lateef Balogun
dc.contributor.authorAbdulwaheed Tella
dc.coverage.publicationMalaysia
dc.date.accessioned2024-05-10T02:53:42Z
dc.date.available2024-05-10T02:53:42Z
dc.date.issued2022
dc.description.abstractClimate change is generally known to impact ozone concentration globally. However, the intensity varies across regions and countries. Therefore, local studies are essential to accurately assess the correlation of climate change and ozone concentration in different countries. This study investigates the effects of climatic variables on ozone concentration in Malaysia in order to understand the nexus between climate change and ozone concentration. The selected data was obtained from ten (10) air monitoring stations strategically mounted in urban-industrial and residential areas with significant emissions of pollutants. Correlation analysis and four machine learning algorithms (random forest, decision tree regression, linear regression, and support vector regression) were used to analyze ozone and meteorological dataset in the study area.
dc.identifier.citationBalogun, A. L., & Tella, A. (2022). Modelling and investigating the impacts of climatic variables on ozone concentration in Malaysia using correlation analysis with random forest, decision tree regression, linear regression, and support vector regression. Chemosphere, 299, 134250.
dc.identifier.urihttps://repoemc.ukm.my/handle/123456789/482
dc.language.isoen
dc.publisherElsevier
dc.publisher.alternativeChemosphere
dc.subjectAir quality
dc.subjectMachine learning
dc.subjectOzone
dc.subjectSustainable cities
dc.subjectClimate change
dc.titleModelling and investigating the impacts of climatic variables on ozone concentration in Malaysia using correlation analysis with random forest, decision tree regression, linear regression, and support vector regression
dc.typeJournal

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