ARTIFICIAL NEURAL-NETWORK-BASED DYNAMIC LOAD MODELING

Citation
T. Hiyama et al., ARTIFICIAL NEURAL-NETWORK-BASED DYNAMIC LOAD MODELING, IEEE transactions on power systems, 12(4), 1997, pp. 1576-1583
Citations number
22
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
08858950
Volume
12
Issue
4
Year of publication
1997
Pages
1576 - 1583
Database
ISI
SICI code
0885-8950(1997)12:4<1576:ANDLM>2.0.ZU;2-E
Abstract
The aim of this research is to investigate the use of Artificial Neura l Networks (ANN) with feedback loops For modeling power system dynamic loads using field data. In addition to the power demand before the tr ansient, only the phase voltages will be assumed available at the reca ll stage. It is found that the load dynamics can be identified using t he ANN developed for the season and the location of the load being emu lated. The frequency response of the tested load is also obtained usin g the achieved ANN model.