Title :
Modeling harmonics of networks supplying nonlinear loads
Author :
Lamich, Manuel ; Balcells, Josep ; Corbalan, Montserrat ; Sainz, Luis ; Fernandez, Camino
Author_Institution :
Electron. Eng. Dept., Univ. Politec. de Catalunya Barcelonatech, Terrassa, Spain
Abstract :
This work presents the development and validation of a model for electric networks supplying nonlinear loads (NLL). The model is based on Neural Networks (NN) and its purpose is the prediction of harmonic currents sank by the loads, in case of supply impedance changes caused by the insertion or releasing of neighboring loads or by the voluntary insertion of filters to reduce such harmonic currents. The NN is trained using data obtained from several Matlab simulations and the model is validated using the same network with different supply impedances and load conditions.
Keywords :
load (electric); neural nets; power harmonic filters; Matlab simulations; NLL; NN; electric networks; filter insertion; harmonic current prediction; neural networks; nonlinear loads; Active filters; Artificial neural networks; Harmonic analysis; Load modeling; Mathematical model; Power harmonic filters; Neural Networks (NN); Nonlinear Loads (NLL); Power Filters; Power Lines;
Conference_Titel :
Industrial Electronics (ISIE), 2014 IEEE 23rd International Symposium on
Conference_Location :
Istanbul
DOI :
10.1109/ISIE.2014.6864929