Self-adapting PI controller for grid-connected DFIG wind turbines based on recurrent neural network optimization control under unbalanced grid faults

E Chetouani, Y Errami, A Obbadi, S Sahnoun - Electric Power Systems …, 2023 - Elsevier
This paper suggests the Hidden Layer Recurrent Neural Network (HLRNN) for controlling a
wind power generation system based on a dual-fed induction generator. The generator's …

Improved NN-PID control of MIMO systems with PSO-based initialisation of weights

T Varshney, S Sheel - International Journal of Automation …, 2014 - inderscienceonline.com
To train the neural networks (NNs) standard back propagation (BP) algorithm and its
variations are widely used where initial weights are generated as random in nature. The …

A dpso-based nn-pid controller for mimo systems

T Varshney, R Varshney, N Singh - Ambient Communications and …, 2018 - Springer
The neural networks are generally trained using the standard back propagation (BP)
algorithm and its variants. In the BP algorithm, the initial weights are generated randomly …

[PDF][PDF] Automated optimization of dynamic neural network structure using genetic algorithms

C Sandner, J Günther, K Diepold - 2017 - mediatum.ub.tum.de
This work describes the optimisation of the architecture of dynamic neural networks using a
genetic algorithm. The networks are included in a control loop and learn to determine the …

A Morlet wavelet neural network-based online identification and control of coupled MIMO systems

T Varshney, S Sheel - International Journal of Automation …, 2012 - inderscienceonline.com
A new approach has been developed for the control of a coupled, non-linear MIMO system.
A quasi-diagonal wavelet neural network (QDWNN)-based online identification and control …

[PDF][PDF] Comparative study of static vs dynamic control for multivariable PID

MC Razali, NA Wahab, MF Rahmat… - 2012 IEEE International …, 2012 - researchgate.net
This paper addresses two different control strategies for multivariable system. The analyzed
control strategies are based on Davison and Penttinen-Koivo method. The aims of the study …

[PDF][PDF] Improved PID MIMO Control of Turbo Generator relying on Genetic Algorithm

T Varshney, S Sheel - researchgate.net
PID controllers are widely used in industries due to simple functioning and robustness, yet
the determination of controller gains is a big challenge more so when the plant to be control …