DocumentCode
1872885
Title
The application of ANN technique to load-frequency control for three-area power system
Author
Demiroren, A. ; Zeynelgil, H.L. ; Sengor, N.S.
Author_Institution
Fac. of Electr. & Electron. Eng., Tech. Univ. Istanbul, Turkey
Volume
2
fYear
2001
fDate
2001
Abstract
This paper includes an application of layered artificial neural network controller to study the load-frequency control problem in a power system. The control scheme guarantees that steady state error of frequencies and inadvertent interchange of tie-lines are maintained in a given tolerance limitation. The proposed control has been designed for a three-area interconnected power system such that two areas include steam turbines and the other area includes a hydro turbine. Only one artificial neural network (ANN) controller, which controls the inputs of each area in the power system together, is considered. In the study, a back propagation-through-time algorithm is used as a neural network learning rule. The performance of the power system is simulated by using a conventional integral controller and ANN controller, separately. By comparing the results for both cases, the performance of an ANN controller is better than conventional controllers
Keywords
backpropagation; frequency control; load regulation; multilayer perceptrons; neurocontrollers; power system control; power system interconnection; ANN controller; ANN technique; area control error; automatic generation control; backpropagation-through-time algorithm; hydro turbine; inadvertent tie-lines interchange; integral controller; layered artificial neural network controller; load-frequency control; neural network learning rule; power system performance simulation; steady state error; steam turbines; three-area interconnected power system; three-area power system; tolerance limitation; Artificial neural networks; Control systems; Error correction; Frequency; Hydraulic turbines; Power system control; Power system interconnection; Power system simulation; Power systems; Steady-state;
fLanguage
English
Publisher
ieee
Conference_Titel
Power Tech Proceedings, 2001 IEEE Porto
Conference_Location
Porto
Print_ISBN
0-7803-7139-9
Type
conf
DOI
10.1109/PTC.2001.964793
Filename
964793
Link To Document