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
Link To Document :
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