Wave Height and Peak Wave Period Prediction Using Recurrent Neural Networks

• Main Authors: Osawa, K., Yamaguchi, H., Umair, M., Hashmani, M.A., Horio, K.
• Format: Conference or Workshop Item
• Published: Institute of Electrical and Electronics Engineers Inc. 2020
• Online Access: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85097531635&doi=10.1109%2fICCI51257.2020.9247805&partnerID=40&md5=9d21601ccbc698e2e67315629ee058d3; http://eprints.utp.edu.my/29863/

In this paper, we applied a recurrent neural network to predict a wave height and a peak wave period for next 24 hours from only those last 24 hours. We adopted LSTM as the network structure and used statistic gradient decent method and adaptive moment estimation method as the learning methods. It w...