DocumentCode
547681
Title
NARMA-L2 controller for three-area load frequency control
Author
Adaryani, Mohsen Rezaei ; Afrakhte, Hossein
Author_Institution
Guilan University
fYear
2011
fDate
17-19 May 2011
Firstpage
1
Lastpage
6
Abstract
This paper investigates the load-frequency control (LFC) based on neural network for improving power system dynamic performance. The objectives of this control action are regulation of the frequency at area and minimization the deviation of interchange power between control areas. The controller is adaptive and is based on a nonlinear autoregressive moving average (NARMA-L2) algorithm. The controller was implemented using MATLAB/Simulink on three-area load frequency power systems. A comparative study between proposed controller and PI controller tuned by real coded genetic algorithm (GA) will be presented and the advantages of this controller on a wide range of operating conditions will be shown.
Keywords
Artificial neural networks; Autoregressive processes; Frequency control; Mathematical model; Power system dynamics; Time frequency analysis; Area Control Error (ACE); Artificial Neural Network (ANN); Genetic Algorithm (GA); Load Frequency Control (LFC);
fLanguage
English
Publisher
ieee
Conference_Titel
Electrical Engineering (ICEE), 2011 19th Iranian Conference on
Conference_Location
Tehran, Iran
Print_ISBN
978-1-4577-0730-8
Electronic_ISBN
978-964-463-428-4
Type
conf
Filename
5955569
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