A deep learning assisted adaptive nonlinear deloading strategy for wind turbine generator integrated with an interconnected power system for enhanced load frequency control

Akhilesh Kumar Mishra,Puneet Mishra,H.D. Mathur

Electric Power Systems Research（2023）

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摘要

•Implementation of DL based RNN-LSTM approach for wind speed forecasting.•DL assisted adaptive nonlinear deloading strategy for frequency support from WTGs.•Fractional-order fuzzy-based PID control structure as supplementary controller.•Real-time validation of proposed scheme on OPAL-RT 4510 platform.

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关键词

Doubly fed induction generator (DFIG),Load frequency control (LFC),Recurrent neural network (RNN),Long short-term memory (LSTM),Fractional-order fuzzy controller

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