Spatial ocean wave height prediction with CNN mixed-data deep neural networks using random field simulated bathymetry

Using machine learning to derive spatial wave data: A case study for a marine energy site

(2021) Jiaxin Chen et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Prediction and reconstruction of ocean wave heights based on bathymetric data using LSTM neural networks

(2021) Christoph Jörges et al.   OCEAN ENGINEERING

Predicting Lake Erie wave heights and periods using XGBoost and LSTM

(2021) Haoguo Hu et al.   OCEAN MODELLING

ConvLSTM-Based Wave Forecasts in the South and East China Seas

(2021) Shuyi Zhou et al.   Frontiers in Marine Science

Development of a 2-D deep learning regional wave field forecast model based on convolutional neural network and the application in South China Sea

(2021) Gen Bai et al.   APPLIED OCEAN RESEARCH

A convolutional neural network based model to predict nearshore waves and hydrodynamics

(2021) Zhangping Wei et al.   COASTAL ENGINEERING

A survey of the recent architectures of deep convolutional neural networks

(2020) Asifullah Khan et al.   ARTIFICIAL INTELLIGENCE REVIEW

Real-time significant wave height estimation from raw ocean images based on 2D and 3D deep neural networks

(2020) Heejeong Choi et al.   OCEAN ENGINEERING

Forecasting, hindcasting and feature selection of ocean waves via recurrent and sequence-to-sequence networks

(2020) Mohammad Pirhooshyaran et al.   OCEAN ENGINEERING

A novel model to predict significant wave height based on long short-term memory network

(2020) Shuntao Fan et al.   OCEAN ENGINEERING

Quantification of morphodynamic variability and sea state damping of plates at the nearshore area in the East Frisian North Sea

(2020) Christoph Jörges et al.   COASTAL ENGINEERING

A multi-layer perceptron approach for accelerated wave forecasting in Lake Michigan

(2020) Xi Feng et al.   OCEAN ENGINEERING

Significant wave height forecasting via an extreme learning machine model integrated with improved complete ensemble empirical mode decomposition

(2019) Mumtaz Ali et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Bayesian approach and time series dimensionality reduction to LSTM-based model-building for fault diagnosis of a reciprocating compressor

(2019) Diego Cabrera et al.   NEUROCOMPUTING

Deterministic wave prediction for unidirectional sea-states in real-time using Artificial Neural Network

(2019) Y.Z. Law et al.   OCEAN ENGINEERING

A machine learning framework to forecast wave conditions

(2018) Scott C. James et al.   COASTAL ENGINEERING

An integrated framework that combines machine learning and numerical models to improve wave-condition forecasts

(2018) Fearghal O’Donncha et al.   JOURNAL OF MARINE SYSTEMS

Bayesian optimization of a hybrid system for robust ocean wave features prediction

(2018) L. Cornejo-Bueno et al.   NEUROCOMPUTING

Estimation of the significant wave height in the nearshore using prediction equations based on the Response Surface Method

(2018) Zilong Ti et al.   OCEAN ENGINEERING

Climate change and safe design of ship structures

(2018) Elzbieta M. Bitner-Gregersen et al.   OCEAN ENGINEERING

Long-term statistics of potentially hazardous sea states in the North Sea 1958–2014

(2018) Tobias Teich et al.   OCEAN DYNAMICS

Applying dynamically updated nearshore bathymetry estimates to operational nearshore wave modeling

(2018) A. Spicer Bak et al.   COASTAL ENGINEERING

Regional ocean wave height prediction using sequential learning neural networks

(2017) N. Krishna kumar et al.   OCEAN ENGINEERING

Prediction of extreme wave heights using neuro wavelet technique

(2016) Pradnya Dixit et al.   APPLIED OCEAN RESEARCH

Massive missing data reconstruction in ocean buoys with evolutionary product unit neural networks

(2016) A.M. Durán-Rosal et al.   OCEAN ENGINEERING

Modeling depth-induced wave breaking over complex coastal bathymetries

(2015) J.E. Salmon et al.   COASTAL ENGINEERING

Significant wave height record extension by neural networks and reanalysis wind data

(2015) D.J. Peres et al.   OCEAN MODELLING

Scaling depth-induced wave-breaking in two-dimensional spectral wave models

(2015) J.E. Salmon et al.   OCEAN MODELLING

Multi-model climate projections of ocean surface variables under different climate scenarios—Future change of waves, sea level and wind

(2013) Nobuhito Mori et al.   OCEAN ENGINEERING

Morphodynamics of the Wadden Sea and its barrier island system

(2012) Z.B. Wang et al.   OCEAN & COASTAL MANAGEMENT

Wave height prediction using the rough set theory

(2012) Armaghan Abed-Elmdoust et al.   OCEAN ENGINEERING

Anthropogenic influences on shoreline and nearshore evolution in the San Francisco Bay coastal system

(2011) Kate L. Dallas et al.   ESTUARINE COASTAL AND SHELF SCIENCE

Changing North Sea storm surge climate: An increasing hazard?

(2011) Ralf Weisse et al.   OCEAN & COASTAL MANAGEMENT

Evaluating the efficacy of SVMs, BNs, ANNs and ANFIS in wave height prediction

(2011) Iman Malekmohamadi et al.   OCEAN ENGINEERING

Hindcasting of wave parameters using different soft computing methods

(2008) J. Mahjoobi et al.   APPLIED OCEAN RESEARCH

Climate change impact on extreme wave conditions in the North Sea: an ensemble study

(2008) Iris Grabemann et al.   OCEAN DYNAMICS

Soft computing approach for real-time estimation of missing wave heights

(2008) S.N. Londhe   OCEAN ENGINEERING

Learning from data for wind–wave forecasting

(2008) Ahmadreza Zamani et al.   OCEAN ENGINEERING

Wave hindcasting by coupling numerical model and artificial neural networks

(2007) I. Malekmohamadi et al.   OCEAN ENGINEERING