DocumentCode
2272176
Title
Artificial neural network based automatic generation control scheme for deregulated electricity market
Author
Bhongade, Sandeep ; Gupta, H.O. ; Tyagi, Barjeev
Author_Institution
Electr. Eng. Dept., Indian Inst. of Technol., Roorkee, India
fYear
2010
fDate
27-29 Oct. 2010
Firstpage
1158
Lastpage
1163
Abstract
This paper presents an artificial neural network (ANN) based frequency controller design for multi-area Automatic Generation Control (AGC) scheme in a deregulated electricity market. The effect of Superconducting Magnetic Energy Storage (SMES) unit has also been considered to develop the model. SMES units have been used to the power systems to inject or absorb active power. The effect of generator rate constraint (GRC) has also been considered in developing the multi area AGC model. A three layer feed forward neural network (NN) is proposed for controller design and trained with Back propagation algorithm (BPA). The poolco based transaction can be implemented by optimizing the bids (price & capacity) submitted by the generating companies (Gencos) and distribution companies (Discos). The functioning of the proposed ANN based controller has been demonstrated on a four-area System, and the results have been compared with those obtained by using a Genetic Algorithm based control scheme.
Keywords
backpropagation; control system synthesis; feedforward; frequency control; genetic algorithms; neurocontrollers; power generation control; power markets; superconducting magnet energy storage; Discos; Gencos; SMES units; artificial neural network; back propagation algorithm; deregulated electricity market; distribution companies; four-area System; frequency controller design; generating companies; generator rate constraint; genetic algorithm; multiarea automatic generation control scheme; poolco based transaction; power systems; superconducting magnetic energy storage unit; three layer feedforward neural network; Artificial neural networks; Companies; Frequency control; Generators; Inductors; Power system dynamics; Automatic Generation Control; Deregulated market; Generator rate constraint (GRC); Genetic Algorithm; PID controller;
fLanguage
English
Publisher
ieee
Conference_Titel
IPEC, 2010 Conference Proceedings
Conference_Location
Singapore
ISSN
1947-1262
Print_ISBN
978-1-4244-7399-1
Type
conf
DOI
10.1109/IPECON.2010.5696997
Filename
5696997
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