Title :
Modelling harmonics drawn by nonlinear loads
Author :
Manuel, Lamich ; Josep, Balcells ; Juan, Mon ; Montserrat, Corbalan ; Eulalia, Griful
Author_Institution :
Electron. Eng. Dept., Univ. Politec. de Catalunya, Terrassa, Spain
Abstract :
This paper is devoted to obtain a model of nonlinear loads (NLL) connected to LV electric networks, in order to predict the consequences of including parallel active or passive filters. The model is based on Neural Networks (NNs) and its purpose is the prediction of harmonic currents generated by a certain load when supplied by a network with significant series impedance, disturbed by other random and unknown neighbour loads. The NNs have been trained by using data obtained from several circuit simulations of a network supplying several unknown neighbour loads beside the load of interest, consisting of a set of rectifiers. The model is validated using the same network structure, with different neighbour loads and different load conditions.
Keywords :
active filters; neural nets; passive filters; power engineering computing; power system harmonics; rectifiers; LV electric network; NLL model; NN; harmonic current prediction; neural network; nonlinear load model; parallel active filter; passive filter; rectifier; Artificial neural networks; Harmonic analysis; Load modeling; Power filters; Power harmonic filters; Harmonics; Neural Networks (NN); Nonlinear Loads Models; Power Filters; Power Lines;
Conference_Titel :
Compatibility and Power Electronics (CPE), 2015 9th International Conference on
Conference_Location :
Costa da Caparica
DOI :
10.1109/CPE.2015.7231055
