image thumbnail

updated 20 days ago

Speed estimation in rotating reference frame by Bartlomiej Ufnalski

An angular velocity neuroestimator synthesized in the rotating reference frame is demonstrated. (speedsensorless drive, field oriented contro..., foc)

run_me_4_xy.m

SPEED_4_xy_signals.slx

image thumbnail

updated 27 days ago

Radial Basis Function with K Mean Clustering by Shujaat Khan

Radial Basis Function with K Mean Clustering using Pseudo inverse method (kmean, clustering, rbf)

Class_IDs(NC,NS)

K_Means(X,M,D)

Kernel(X,C)

image thumbnail

updated 1 month ago

Speed-sensorless induction motor drive by Bartlomiej Ufnalski

A neuroestimator is used to enable speed-sensorless operation of the asynchronous motor drive. (speedsensorless drive, neuroestimator, neuroestimation)

run_me.m

SPEED_6_heuristic_signals_BU.slx

image thumbnail

updated 1 month ago

Programmable linear-quadratic regulator by Bartlomiej Ufnalski

A feedforward neural network is used to adjust LQR gains in the case of non-stationary state matrix. (linearquadratic regul..., lqr, nonstationary state m...)

lqr_ann_graphs.m

run_me_lqr_key.m

sfoc_lqr_ann

image thumbnail

updated 2 months ago

Repetitive Neurocontroller with Disturbance Feedforward by Bartlomiej Ufnalski

This project demonstrates repetitve process control using gradient-based dynamic optimization tool. (repetitive control, iterative learning co..., ilc)

RNC_DDFF_with_PLECS.m

RNC_DDFF_without_PLECS.m

VSI_LC_with_PLECS

image thumbnail

updated 1 year ago

Application of ANN toolbox to ALFC for a single area system by Soumyadeep

Application of ANN toolbox to ALFC for a single area system (ann, pi, electrical)

ALFCsinglearea

image thumbnail

updated 1 year ago

Application of ANN toolbox to ALFC by Soumyadeep

Application of ANN toolbox to ALFC (electrical, control system, simulation)

ALFCbookfig

image thumbnail

updated 1 year ago

NeuLoud (Calculates Loudness Level) by Victor Espinoza

Calculates Loudness Level according to ISO-226:2003 using Artificial Neural Networks for any SPL. (loudness level, psychoacoustic, acoustic)

L=NeuLoud(f1,SPL1)

image thumbnail

updated 2 years ago

Kohonen Self Organizing Feature Maps (SOFM) for Simulink. by Marcelo Fernandes

A implementation of the Kohonen Self Organizing Feature Maps (SOFM) algorithm for Simulink. (ann, som, sofm)

weights2DView(t,x,u,flag,maxVector,grid,updateFig)

ANN_SOFM

image thumbnail

updated 2 years ago

The matrix implementation of the two-layer Multilayer Perceptron (MLP) neural networks. by Marcelo Fernandes

The matrix implementation of the two-layer Multilayer Perceptron (MLP) neural networks. (ann, mlp, backpropagation)

Y=runMLP(X,Wx,Wy)

[Wx,Wy,MSE]=trainMLP(p,H,m,mu,alpha,X,D,epochMax,MSETarget)

XOR_Example.m

image thumbnail

updated 2 years ago

Multilayer Perceptron Neural Network Model and Backpropagation Algorithm for Simulink by Marcelo Fernandes

Multilayer Perceptron Neural Network Model and Backpropagation Algorithm for Simulink. (ann, mlp, backpropagation)

ANN_MLP_BP_Batch_Mode_Training

ANN_MLP_BP_Incremental_Mode_Training

image thumbnail

updated 2 years ago

The Radial Basis Function (RBF) with LMS algorithm for Simulink by Marcelo Fernandes

The Radial Basis Function (RBF) with LMS algorithm for Simulink. (ann, rbf, artificial neural net...)

ANN_RBF_LMS

image thumbnail

updated 2 years ago

The Radial Basis Function (RBF) using pseudo-inverse method for Simulink by Marcelo Fernandes

The Radial Basis Function (RBF) using pseudo-inverse method for Simulink. (ann, rbf, pseudoinverse)

ANN_RBF_Pseudo_Inverse

Contact us