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Fault diagnosis of gearboxin wind turbine based on EMD-DCGAN
EAI Endorsed Transactions on Energy WebINTRODUCTION: Wind turbine gearbox fault diagnosis is of great significance for the safe and stable operation of wind turbines. The accuracy of wind turbine gearbox fault diagnosis can be effectively improved by using complete wind turbine gearbox fault
Guangyi Meng +3 more
doaj +1 more source
Wind Turbine Gearbox Condition Based Monitoring
, 2021 14 pages, 7 tables, 7 ...
openaire +2 more sources
Wind turbine condition assessment through power curve copula modeling [PDF]
, 2012 Power curves constructed from wind speed and active power output measurements provide an established method of analyzing wind turbine performance. In this paper it is proposed that operational data from wind turbines are used to estimate bivariate ...
Galloway, Stuart +2 more
core +1 more source
A Hybrid Intelligent Model for the Condition Monitoring and Diagnostics of Wind Turbines Gearbox
IEEE Access, 2021 Wind turbines (WTs) are often operated in harsh and remote environments, thus making them more prone to faults and costly repairs. Additionally, the recent surge in wind farm installations have resulted in a dramatic increase in wind turbine data ...
Azim Heydari +5 more
doaj +1 more source
Model based wind turbine gearbox fault detection on SCADA data [PDF]
, 2014 Developing effective wind turbine fault detection algorithm is not only meaningful for improving wind turbine reliability but also crucial for future intelligent wind farm operation and management.
Cao, Mengnan +6 more
core
Energy Science &Engineering, EarlyView.A new energy paradigm assisted by AI. ABSTRACT The tremendous penetration of renewable energy sources and the integration of power electronics components increase the complexity of the operation and power system control. The advancements in Artificial Intelligence and machine learning have demonstrated proficiency in processing tasks requiring ...
Balasundaram Bharaneedharan +4 more
wiley +1 more source
Troubleshooting of wind turbine gearboxes
Journal of Physics: Conference SeriesAbstract Qinghai Province is rich in wind power resources, actively building wind power generation clean energy highland, large installed capacity, and in the rapid expansion, how to achieve the safe and stable operation of the wind power base is particularly critical.
Luchuan Shao, Bing Zhao
openaire +1 more source
Techno-economic comparison of operational aspects for direct drive and gearbox-driven wind turbines [PDF]
, 2010 The majority of wind turbines currently in operation have the conventional Danish concept design-that is, the three-bladed rotor of such turbines is indirectly coupled with an electrical generator via a gearbox.
Ault, G.W., McMillan, David
core +1 more source
Robust Control Using a Matrix Converter to Enhance Wind Turbine Systems
Energy Science &Engineering, EarlyView.This study uses a more efficient and effective solution to improve the operational performance of a wind turbine‐based power system. This system uses a doubly fed induction generator and relies on a matrix converter and fractional‐order proportional–integral controller.
Sihem Ghoudelbourk +4 more
wiley +1 more source
Mathematics, 2023 As wind turbine power requirements have evolved from the order of kilowatts (kWs) to the order of several megawatts (MWs), wind turbine components have been subjected to more demanding and critical operating conditions.
Francisco Rubio +2 more
doaj +1 more source