Browsing by Author "Noratiqah Mohd Ariff"

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    Prediction of Multivariate Air Quality Time Series Data using Long Short-Term Memory Network
    (Penerbit UTM Press, 2022) Mohd Aftar Abu Bakara; Noratiqah Mohd Ariff; Mohd Shahrul Mohd Nadzir; Ong Li Wen; Fatin Nur Afiqah Suris
    In this study, the air quality model based on the Long Short-Term Memory Network (LSTM) and Auto-Regressive Integrated Moving Average (ARIMA) was developed. The prediction of the particulate matter 10 micrometers or less in diameter (PM10) in Malaysia could be made from both models, and their performance was compared. The purpose of comparison between the two models was to determine the most suitable model to use in predicting PM10 since it is the dominant pollutant in Malaysia most of the time, especially during the haze period. This study used air quality data obtained from the Department of Environment Malaysia from July 2017 to June 2019.