ONE DAY AHEAD WAVE PREDICTIONS USING A HYBRID ALGORITHM OF LONG-SHORT TERM MEMORY AND NEURAL NETWORK FOR MARINE CONSTRUCTIONS

Sooyoul Kim; Masahide Takeda; Chisato Hara; Hajime Mase

doi:10.9753/icce.v37.waves.26

No. 37 (2022), Waves

No. 37 (2022)

ONE DAY AHEAD WAVE PREDICTIONS USING A HYBRID ALGORITHM OF LONG-SHORT TERM MEMORY AND NEURAL NETWORK FOR MARINE CONSTRUCTIONS

Waves

Published 2023-10-02

Sooyoul Kim
Masahide Takeda
Chisato Hara
Hajime Mase

Sooyoul Kim

Masahide Takeda

Chisato Hara

Hajime Mase

DOC

How to Cite

ONE DAY AHEAD WAVE PREDICTIONS USING A HYBRID ALGORITHM OF LONG-SHORT TERM MEMORY AND NEURAL NETWORK FOR MARINE CONSTRUCTIONS. (2023). Coastal Engineering Proceedings, 37, waves.26. https://doi.org/10.9753/icce.v37.waves.26

Abstract

Recently, marine construction work has increased under complex and strict conditions for large-scale marine sites and facilities. Accurate wave information at the work site is critical to conducting the marine construction safely. In particular, making decisions for the execution of the operation need a significant wave height ranging from 0.5 to 1.0 m as a threshold. However, studies on highly accurate real-time wave height predictions around the threshold are few. The present study developed a hybrid algorithm for real-time wave prediction by combining long-short term memory (LSTM) and artificial neural network (ANN) for the Hitachinaka Port, Japan.

DOC

This work is licensed under a Creative Commons Attribution 4.0 International License.

Most read articles by the same author(s)

Tomoya Shimura, Nobuhito Mori, Tomohiro Yasuda, Hajime Mase, WAVE DYNAMICS AND ITS IMPACT TO WAVE CLIMATE PROJECTION , Coastal Engineering Proceedings: No. 33 (2012): Proceedings of 33rd Conference on Coastal Engineering, Santander, Spain, 2012
Junichi Ninomiya, Nobuhito Mori, Tomohiro Yasuda, Hajime Mase, PARAMETERIZATION OF COUPLED AIR-SEA INTERACTION FOR STORM SURGE AND OCEAN CURRENT STRUCTURE MODELING , Coastal Engineering Proceedings: No. 34 (2014): Proceedings of 34th Conference on Coastal Engineering, Seoul, Korea, 2014
Tomoya Shimura, Nobuhito Mori, Tracey Tom, Tomohiro Yasuda, Hajime Mase, WAVE CLIMATE CHANGE PROJECTION AT THE END OF 21ST CENTURY , Coastal Engineering Proceedings: No. 32 (2010): Proceedings of 32nd Conference on Coastal Engineering, Shanghai, China, 2010.
Junichi Ninomiya, Nobuhito Mori, Tomohiro Yasuda, Hajime Mase, Naoto Kihara, IMPROVEMENT OF STORM SURGE SIMULATION UPON PARAMETERIZATIONS OF COUPLED AIR-SEA INTERACTIONS , Coastal Engineering Proceedings: No. 33 (2012): Proceedings of 33rd Conference on Coastal Engineering, Santander, Spain, 2012
Sota Nakajo, Nobuhito Mori, Tomohiro Yasuda, Hajime Mase, BASIC EXAMINATION OF FUTURE CHANGE OF TROPICAL CYCLONE AND STORM SURGE PROPERTIES UNDER CLIMATE CHANGE , Coastal Engineering Proceedings: No. 33 (2012): Proceedings of 33rd Conference on Coastal Engineering, Santander, Spain, 2012
Hajime Mase, Yuichi Iwagaki, WAVE GROUP PROPERTY OF WIND WAVES FROM MODULATIONAL INSTABILITY , Coastal Engineering Proceedings: No. 20 (1986): Proceedings of 20th Conference on Coastal Engineering, Taipei, Taiwan, 1986.
Hajime Mase, Takao Yamashita, Katsuyuki Hayashi, WAVE GROUP PROPERTIES OF COASTAL WAVES , Coastal Engineering Proceedings: No. 22 (1990): Proceedings of 22nd Conference on Coastal Engineering, Delft, The Netherlands, 1990.
Jung-A Yang, Sooyoul Kim, Hajime Mase, Nobuhito Mori, PROJECTION OF FUTURE STORM SURGES AROUND THE KOREAN PENINSULA BASED ON LARGE ENSEMBLE CLIMATE EXPERIMENTS , Coastal Engineering Proceedings: No. 36 (2018): Proceedings of 36th Conference on Coastal Engineering, Baltimore, Maryland, 2018
Kenzo Kumagai, Sooyoul Kim, Daiki Tsujio, Mase Hajime, Takahito Tsuji, HINDCASTING OF SURGE AND WAVE ON HOKKAIDO COASTS BY WINTER LOW PRESSURE SYSTEM USING SURGE-WAVE COUPLED SEA BOTTOM AND SURFACE STRESSES IN SUWAT , Coastal Engineering Proceedings: No. 36 (2018): Proceedings of 36th Conference on Coastal Engineering, Baltimore, Maryland, 2018
Nobuhito Mori, Tomoya Shimura, Sota Nakajo, Tomohiro Yasuda, Hajime Mase, MULTI-MODEL ENSEMBLE PROJECTION OF FUTURE COASTAL CLIMATE CHANGE , Coastal Engineering Proceedings: No. 33 (2012): Proceedings of 33rd Conference on Coastal Engineering, Santander, Spain, 2012

<< < 1 2 3 4 > >>

ONE DAY AHEAD WAVE PREDICTIONS USING A HYBRID ALGORITHM OF LONG-SHORT TERM MEMORY AND NEURAL NETWORK FOR MARINE CONSTRUCTIONS

How to Cite

Download Citation

Abstract

Most read articles by the same author(s)