Residual Learning With Multifactor Extreme Learning Machines for Waveheight Prediction

IEEE Journal of Oceanic Engineering(2021)

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摘要
We explore the use of extreme learning machines (ELMs) for ocean waveheight prediction. Ocean waveheight variations are affected by multiple factors, such as air pressure, wind speed, and wind direction. To investigate the effects of these factors on waveheight prediction from a machine learning perspective, we develop a multifactor ELM (MFELM), which generalizes the vector inputs of existing ELMs...
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关键词
Numerical models,Mathematical model,Oceans,Ocean waves,Wind speed,Machine learning,Prediction methods
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