Vibration prediction of offshore wind turbines based on long short-term memory network

A hybrid EMD-LSTM model for non-stationary wave prediction in offshore China

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Complex Pearson Correlation Coefficient for EEG Connectivity Analysis

(2022) Zoran Šverko et al.   SENSORS

Dynamic Response Analysis and Vibration Control for A Fixed-Bottom Offshore Wind Turbine Subjected to Multiple External Excitations

(2022) Shuang-yi Xie et al.   CHINA OCEAN ENGINEERING

Perspectives and Challenges Related Offshore Wind Turbines in Deep Water

(2022) Finn Gunnar Nielsen   Energies

Production forecast analysis of BP neural network based on Yimin lignite supercritical water gasification experiment results

(2022) Bowei Zhang et al.   ENERGY

Review of integrated installation technologies for offshore wind turbines: Current progress and future development trends

(2022) Yaohua Guo et al.   ENERGY CONVERSION AND MANAGEMENT

An integrated FEA-CFD simulation of offshore wind turbines with vibration control systems

(2022) Andreas Kampitsis et al.   ENGINEERING STRUCTURES

Are CDS spreads predictable during the Covid-19 pandemic? Forecasting based on SVM, GMDH, LSTM and Markov switching autoregression

(2022) Darko B. Vukovic et al.   EXPERT SYSTEMS WITH APPLICATIONS

Numerical study on vortex-induced vibration of wind turbine airfoil at high angle of attack via free vibration simulation

(2022) Bo Lian et al.   Journal of Renewable and Sustainable Energy

CNN-LSTM: An efficient hybrid deep learning architecture for predicting short-term photovoltaic power production

(2022) Ali Agga et al.   ELECTRIC POWER SYSTEMS RESEARCH

Techno-economic analysis and Monte Carlo simulation for green hydrogen production using offshore wind power plant

(2022) Dohyung Jang et al.   ENERGY CONVERSION AND MANAGEMENT

Monthly and seasonal hydrological drought forecasting using multiple extreme learning machine models

(2022) Guo Chun Wang et al.   Engineering Applications of Computational Fluid Mechanics

Abnormal vibration detection of wind turbine based on temporal convolution network and multivariate coefficient of variation

(2022) Jun Zhan et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Bivariate statistics of floating offshore wind turbine dynamic response under operational conditions

(2022) Xiaosen Xu et al.   OCEAN ENGINEERING

Short-term solar irradiance forecasting based on a novel Bayesian optimized deep Long Short-Term Memory neural network

(2022) Neethu Elizabeth Michael et al.   APPLIED ENERGY

HBO-LSTM: Optimized long short term memory with heap-based optimizer for wind power forecasting

(2022) Ahmed A. Ewees et al.   ENERGY CONVERSION AND MANAGEMENT

A comparative assessment of SARIMA, LSTM RNN and Fb Prophet models to forecast total and peak monthly energy demand for India

(2022) Shobhit Chaturvedi et al.   ENERGY POLICY

A review of wind speed and wind power forecasting with deep neural networks

(2021) Yun Wang et al.   APPLIED ENERGY

Ultra-short term wind power prediction applying a novel model named SATCN-LSTM

(2021) Ling Xiang et al.   ENERGY CONVERSION AND MANAGEMENT

Multi-step influenza outbreak forecasting using deep LSTM network and genetic algorithm

(2021) Ahmet Kara   EXPERT SYSTEMS WITH APPLICATIONS

Online condition monitoring of floating wind turbines drivetrain by means of digital twin

(2021) Farid K. Moghadam et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Planetary gearbox fault diagnosis using bidirectional-convolutional LSTM networks

(2021) Junchuan Shi et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Combined Method of Improved Grey BP Neural Network and MEEMD-ARIMA for Day-Ahead Wave Energy Forecast

(2021) Feng Wu et al.   IEEE Transactions on Sustainable Energy

Crude oil time series prediction model based on LSTM network with chaotic Henry gas solubility optimization

(2021) Seçkin Karasu et al.   ENERGY

Wind power forecasting of an offshore wind turbine based on high-frequency SCADA data and deep learning neural network

(2020) Zi Lin et al.   ENERGY

A new time-frequency analysis method based on single mode function decomposition for offshore wind turbines

(2020) Fushun Liu et al.   MARINE STRUCTURES

Coupled modeling and structural vibration control for floating offshore wind turbine

(2020) J.J. Yang et al.   RENEWABLE ENERGY

Combining SCADA and vibration data into a single anomaly detection model to predict wind turbine component failure

(2020) Alan Turnbull et al.   WIND ENERGY

Influence of extended potential-to-functional failure intervals through condition monitoring systems on offshore wind turbine availability

(2020) Sofia Koukoura et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Interference reduction of high-energy noise for modal parameter identification of offshore wind turbines based on iterative signal extraction

(2019) Fushun Liu et al.   OCEAN ENGINEERING

Deep-learning-based Wind Speed Forecasting Considering Spatial–temporal Correlations with Adjacent Wind Turbines

(2019) Xiaoyu Shi et al.   JOURNAL OF COASTAL RESEARCH

Investigation of dynamic characteristics of a monopile wind turbine based on sea test

(2019) Lin Zhou et al.   OCEAN ENGINEERING

Structural vibration monitoring and operational modal analysis of offshore wind turbine structure

(2018) Xiaofeng Dong et al.   OCEAN ENGINEERING

Evaluation of damping estimates by automated Operational Modal Analysis for offshore wind turbine tower vibrations

(2018) Anela Bajrić et al.   RENEWABLE ENERGY

A nonlinear hybrid wind speed forecasting model using LSTM network, hysteretic ELM and Differential Evolution algorithm

(2018) Ya-Lan Hu et al.   ENERGY CONVERSION AND MANAGEMENT

A novel framework for wind speed prediction based on recurrent neural networks and support vector machine

(2018) Chuanjin Yu et al.   ENERGY CONVERSION AND MANAGEMENT

Vibration source identification of offshore wind turbine structure based on optimized spectral kurtosis and ensemble empirical mode decomposition

(2018) Xiaofeng Dong et al.   OCEAN ENGINEERING

LSTM-EFG for wind power forecasting based on sequential correlation features

(2018) Ruiguo Yu et al.   Future Generation Computer Systems-The International Journal of eScience

A modal decomposition and expansion approach for prediction of dynamic responses on a monopile offshore wind turbine using a limited number of vibration sensors

(2016) Alexandros Iliopoulos et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Structural health monitoring of offshore wind turbines: A review through the Statistical Pattern Recognition Paradigm

(2016) Maria Martinez-Luengo et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Identification of support structure damping of a full scale offshore wind turbine in normal operation

(2015) Christina Koukoura et al.   RENEWABLE ENERGY

Operational modal identification of offshore wind turbine structure based on modified stochastic subspace identification method considering harmonic interference

(2014) Xiaofeng Dong et al.   Journal of Renewable and Sustainable Energy

Structural health monitoring of offshore wind turbines using automated operational modal analysis

(2014) Christof Devriendt et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Status and problems of wind turbine structural health monitoring techniques in China

(2010) Wenyi Liu et al.   RENEWABLE ENERGY