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• W4220778927 abstract "Floods and droughts are environmental phenomena that occur in Peninsular Malaysia due to extreme values of streamflow (SF). Due to this, the study of SF prediction is highly significant for the purpose of municipal and environmental damage mitigation. In the present study, machine learning (ML) models based on the support vector machine (SVM), artificial neural network (ANN), and long short-term memory (LSTM), are tested and developed to predict SF for 11 different rivers throughout Peninsular Malaysia. SF data sets for the rivers were collected from the Malaysian Department of Irrigation and Drainage. The main objective of the present study is to propose a universal model that is most capable of predicting SFs for rivers within Peninsular Malaysia. Based on the findings, the ANN3 model which was developed using the ANN algorithm and input scenario 3 (inputs consisting of previous 3 days SF) is deduced as the best overall ML model for SF prediction as it outperformed all the other models in 4 out of 11 of the tested data sets; and obtained among the highest average RMs with a score of 3.27, hence indicating that the model is very adaptable and reliable in accurately predicting SF based on different data sets and river case studies. Therefore, the ANN3 model is proposed as a universal model for SF prediction within Peninsular Malaysia." @default.
• W4220778927 created "2022-04-03" @default.
• W4220778927 creator A5006424822 @default.
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• W4220778927 date "2022-03-10" @default.
• W4220778927 modified "2023-10-18" @default.
• W4220778927 title "Predicting streamflow in Peninsular Malaysia using support vector machine and deep learning algorithms" @default.
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• W4220778927 doi "https://doi.org/10.1038/s41598-022-07693-4" @default.
• W4220778927 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/35273236" @default.
• W4220778927 hasPublicationYear "2022" @default.
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