DocumentCode :
2528772
Title :
Simulation of artificial neural network controller for automatic generation control of hydro electric power system
Author :
Jaleel, J.A. ; Ahammed, T. P Imthias
Author_Institution :
TKM Coll. of Eng.
fYear :
2008
fDate :
19-21 Nov. 2008
Firstpage :
1
Lastpage :
4
Abstract :
This paper presents an artificial neural network (ANN) controller for automatic generation control of a two area hydro-electric power system. A hierarchical architecture of three layer feed forward neural network (NN) is proposed for controller design, two networks are used, one for identifying the system and other for control respectively, trained based on back propagation algorithm (BPA). The regulator accepts area control error (ACE) as input and produce acceptable control signals. Its operation does not require a reference model and it can produce more acceptable control signals than are obtained by using sign of system errors during training. Input-output mapping of hydro systems using ANNs has been investigated and the controller has been implemented on a two area hydro-electric power system model. Simulation results show satisfactory control performance and illustrate the potential of the ANN controller in comparison with an existing conventional linear controller.
Keywords :
control system synthesis; hydroelectric power stations; neurocontrollers; power generation control; power system identification; area control error; artificial neural network controller; automatic generation control; back propagation algorithm; feed forward neural network control design; hydro electric power system; power system identification; Artificial neural networks; Automatic control; Automatic generation control; Control systems; Error correction; Neural networks; Power system control; Power system modeling; Power system simulation; Power systems; Area Control Error; Artificial Neural Network; Automatic Generation Control; Back Propagation; Feed forward Network; Perturbation Model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON 2008 - 2008 IEEE Region 10 Conference
Conference_Location :
Hyderabad
Print_ISBN :
978-1-4244-2408-5
Electronic_ISBN :
978-1-4244-2409-2
Type :
conf
DOI :
10.1109/TENCON.2008.4766636
Filename :
4766636
Link To Document :
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