DocumentCode :
1845873
Title :
Estimating the weight of main material for 63/20kV transformers with Artificial Neural Network (ANN)
Author :
Firouzfar, Mohammad ; Salah, Peyman ; Madahi, Seyed Siavash Karimi
Author_Institution :
Dept. of Electr. Eng., Islamic Azad Univ., Borujerd, Iran
fYear :
2010
fDate :
23-24 June 2010
Firstpage :
358
Lastpage :
362
Abstract :
Power transformer is one of the most important components in electrical network which play effective role in the electrification. The same way that continuous performance of transformers is necessary to retaining the network reliability, forecasting its costs is also important for manufacturer and industrial companies. Since major amount of transformers costs is related to its raw materials, so having the amount of used raw material in various conditions in transformers has a high importance in costs estimating process. This paper presents a new method to estimate the weight of main material for 63/20kV transformers. The method is based on Multilayer Perceptron Neural Network (MPNN) with sigmoid transfer function. The back-propagation (BP) algorithm is used to adjust the parameters of MPNN. The required training data for MPNN are the obtained information from the transformers made by Iran-Transfo Company during last 4 years.
Keywords :
backpropagation; electric machine CAD; multilayer perceptrons; power transformers; ANN; MPNN; artificial neural network; backpropagation algorithm; multilayer perceptron neural network; power transformers; sigmoid transfer function; weight estimation; Artificial neural networks; Copper; Iron; Oil insulation; Petroleum; Power transformer insulation; Artificial Neural Network (ANN); back propagation (BP); design; estimating weight; power system; transformer;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power Engineering and Optimization Conference (PEOCO), 2010 4th International
Conference_Location :
Shah Alam
Print_ISBN :
978-1-4244-7127-0
Type :
conf
DOI :
10.1109/PEOCO.2010.5559160
Filename :
5559160
Link To Document :
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