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Navigation, Guidance, Control and Dynamics

Journal

2020

Functional-link based Elman neural network

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Full-Text Articles in Engineering

Design Of An Optimal Adaptive Intelligent Control Scheme For Statcom In A Series Compensated Wind Farm, Fei Wang, Kai-Hung Lu, Qiangqiang Xu, Ziwen Chen Aug 2020

Design Of An Optimal Adaptive Intelligent Control Scheme For Statcom In A Series Compensated Wind Farm, Fei Wang, Kai-Hung Lu, Qiangqiang Xu, Ziwen Chen

Journal of Marine Science and Technology

This paper proposes a static synchronous compensator (STATCOM) for use with a self-excited induction generator (SEIG)-based wind farm. The STATCOM applies a damping controller based on an optimal adaptive intelligent controller (OAIC) comprising the critical network, the functional linkbased Elman neural network (FLENN), and the genetic algorithm hybrid time-varying particle swarm optimization (GAHTVPSO) algorithm. The OAIC improves the damping power oscillations in the SEIG-based series-compensated wind farm system. The node-connecting weights of the proposed FLENN and the critical network are trained online via a backpropagation (BP) algorithm, and the GAHTVPSO adjusts the learning rates of the BP algorithm to improve …