Effect of Monsoonal Clustering for PM10 Concentration Prediction in Keningau, Sabah Using Principal Component Analysis

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dc.contributor.authorMuhammad Izzuddin Rumaling
dc.contributor.authorF P Chee
dc.contributor.authorJ H W Chang
dc.contributor.authorJ Sentian
dc.coverage.publicationMalaysia
dc.date.accessioned2024-05-10T03:25:07Z
dc.date.available2024-05-10T03:25:07Z
dc.date.issued2022
dc.description.abstractParticulate matter (PM) has caught scientific attention in scientific research due to its harmful effect on human health. While prediction is essential for future development in Keningau, temporal clustering in Keningau has yet to be studied. Thus, this research aims to determine whether monsoonal clustering is required for meteorological and pollutant concentration data collected in Keningau. Missing data is first imputed using Nearest Neighbour Method (NNM). Then, wind direction and wind speed are converted into northern (Wy) and eastern (Wx) component of wind speed. Data is then temporal clustered based on monsoonal season (NEM, IM4, SWM, IM10). Both clustered and unclustered data are analysed using principal component (PC) analysis (PCA).
dc.identifier.citationRumaling, M. I., Chee, F. P., Chang, J. H. W., & Sentian, J. (2022). Effect of Monsoonal Clustering for PM10 Concentration Prediction in Keningau, Sabah using Principal Component Analysis. In IOP Conference Series: Earth and Environmental Science (Vol. 1103, No. 1, p. 012003). IOP Publishing.
dc.identifier.urihttps://repoemc.ukm.my/handle/123456789/513
dc.language.isoen
dc.publisherIOP Publishing
dc.publisher.alternativeIOP Conference Series: Earth and Environmental Science
dc.subjectPM10
dc.subjectnearest neighbour method
dc.subjectmonsoonal cluster
dc.subjectprincipal component analysis
dc.subjectregression analysis
dc.titleEffect of Monsoonal Clustering for PM10 Concentration Prediction in Keningau, Sabah Using Principal Component Analysis
dc.typeJournal

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