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Load-Predictive Pitch Control Strategy for Wind Turbines Under Turbulent Wind Conditions Based on Long Short-Term Memory Neural Networks

Under turbulent wind conditions, rapid wind speed fluctuations can markedly increase the fatigue loads borne by wind turbine blades and towers. In practice, conventional PID pitch control based on speed feedback often struggles to deliver satisfactory load mitigation, mainly because the wind turbine...

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Main Authors: Daorina Bao, Peng Li, Jun Zhang, Zhongyu Shi, Yongshui Luo, Xiaohu Ao, Ruijun Cui, Xiaodong Guo
Format: Artigo
Language:Inglês
Published: MDPI AG 2026-04-01
Series:Energies
Subjects:
distributed pitch-controlled wind turbine
load prediction
turbulent inflow
LSTM neural network
Online Access:https://www.mdpi.com/1996-1073/19/9/2044
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