Rainfall-runoff modelling using improved machine learning methods: Harris hawks optimizer vs. particle swarm optimization

Autocorrelation; Biomimetics; Forecasting; Multilayer neural networks; Particle swarm optimization (PSO); Rain; Runoff; Support vector machines; Swarm intelligence; Autocorrelation functions; Cross-correlation function; Hyper-parameter optimizations; Least squares support vector machines; Machine le...

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Bibliographic Details
Main Authors: Tikhamarine Y., Souag-Gamane D., Ahmed A.N., Sammen S.S., Kisi O., Huang Y.F., El-Shafie A.
Other Authors: 57210575507
Format: Article
Published: Elsevier B.V. 2023
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Institution: Universiti Tenaga Nasional
Description
Summary:Autocorrelation; Biomimetics; Forecasting; Multilayer neural networks; Particle swarm optimization (PSO); Rain; Runoff; Support vector machines; Swarm intelligence; Autocorrelation functions; Cross-correlation function; Hyper-parameter optimizations; Least squares support vector machines; Machine learning methods; Partial autocorrelation function; Rainfall - Runoff modelling; Rainfall-runoff relationship; Learning systems; accuracy assessment; autocorrelation; hydrological cycle; machine learning; numerical method; optimization; rainfall-runoff modeling; Parabuteo