[HTML][HTML] A review of machine learning and deep learning applications in wave energy forecasting and WEC optimization

A Shadmani, MR Nikoo, AH Gandomi, RQ Wang… - Energy Strategy …, 2023 - Elsevier
Ocean energy technologies are in their developmental stages, like other renewable energy
sources. To be useable in the energy market, most components of wave energy devices …

[HTML][HTML] Towards data-driven and data-based control of wave energy systems: Classification, overview, and critical assessment

E Pasta, N Faedo, G Mattiazzo, JV Ringwood - Renewable and Sustainable …, 2023 - Elsevier
Currently, a significant effort in the world research panorama is focused on finding efficient
solutions to a carbon-free energy supply, wave energy being one of the most promising …

Designing a multi-stage expert system for daily ocean wave energy forecasting: A multivariate data decomposition-based approach

M Jamei, M Ali, M Karbasi, Y Xiang, I Ahmadianfar… - Applied Energy, 2022 - Elsevier
Accurate forecasting of the wave energy is crucial and has significant potential because
every wave meter possesses an energy amount ranging from 30 to 40 kW along the shore …

Data-driven control of a pendulum wave energy converter: A gaussian process regression approach

DG Gioia, E Pasta, P Brandimarte, G Mattiazzo - Ocean Engineering, 2022 - Elsevier
The energy coming from the motion of the waves of seas and oceans could be an important
component in the solution of the energy problem related to the pursuit of alternatives to fossil …

Wave power forecasting using an effective decomposition-based convolutional Bi-directional model with equilibrium Nelder-Mead optimiser

M Neshat, MM Nezhad, NY Sergiienko, S Mirjalili… - Energy, 2022 - Elsevier
Energy industries and governments consider ocean wave power a promising renewable
energy source for reaching the net-zero plan by 2050 and restricting the rise in global …

Advanced ocean wave energy harvesting: current progress and future trends

F He, Y Liu, J Pan, X Ye, P Jiao - Journal of Zhejiang University-SCIENCE …, 2023 - Springer
With a transition towards clean and low-carbon renewable energy, against the backdrop of
the fossil-energy crisis and rising pollution, ocean energy has been proposed as a …

Wave energy evolution: Knowledge structure, advancements, challenges and future opportunities

A Azam, A Ahmed, M Yi, Z Zhang, Z Zhang… - … and Sustainable Energy …, 2024 - Elsevier
Harnessing energy from ocean waves presents a promising solution to combating global
climate change in the marine environment, significantly contributing to mitigation efforts …

A sliding mode control for wave energy converters in presence of unknown noise and nonlinearities

S Zou, J Song, O Abdelkhalik - Renewable Energy, 2023 - Elsevier
A relatively simple, optimal, and robust nonlinear Sliding Mode Control (SMC) is developed
in this paper for a novel nonlinear Wave Energy Converter (WEC). Giving that deriving an …

Optimization of latching control for duck wave energy converter based on deep reinforcement learning

H Su, H Qin, Z Wen, H Liang, H Jiang, L Mu - Ocean Engineering, 2024 - Elsevier
In the field of wave energy extraction, employing active control strategies amplifies the Wave
Energy Converter's (WEC) response to wave motion. In this regard, a numerical simulation …

Deep learning for modeling an offshore hybrid wind–wave energy system

M Dehghan Manshadi, M Mousavi, M Soltani, A Mosavi… - Energies, 2022 - mdpi.com
The combination of an offshore wind turbine and a wave energy converter on an integrated
platform is an economical solution for the electrical power demand in coastal countries. Due …