Abstract
Artificial Neural Network (ANN) is used in various fields including control and analysis of power systems. ANN in its learning process establishes the relationship between input variables by means of its weights updating, and provides a good response to another nonidentical but similar input. This paper proposes the use of neural network to control the on-load tap changer of parallel operation of two transformers supplying power to a local area. For simplicity, only two transformers are considered although operation of multiple transformers can be dealt with in a similar manner. A synthetic data set relating to tap changer operation sequence was used for training a backpropagation network to decide automatically on transformer’s on-load tap changer whether to raise, lower or hold the same desired position. Preliminary results show that a trained neural network can be successfully used for on load tap changing operation of transformers.
Original language | English |
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Title of host publication | Developments in Applied Artificial Intelligence |
Subtitle of host publication | 15th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems IEA/AIE 2002 Cairns, Australia, June 17-20, 2002 Proceedings |
Editors | Tim Hendtlass, Moonis Ali |
Place of Publication | Berlin Germany |
Publisher | Springer |
Pages | 824-830 |
Number of pages | 7 |
ISBN (Print) | 3540437819 |
DOIs | |
Publication status | Published - 2002 |
Event | International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems 2002 - Cairns, Australia Duration: 17 Jun 2002 → 20 Jun 2002 Conference number: 15th https://link.springer.com/book/10.1007/3-540-48035-8 (Proceedings) |
Publication series
Name | Lecture Notes in Computer Science |
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Publisher | Springer |
Volume | 2358 |
ISSN (Print) | 0302-9743 |
Conference
Conference | International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems 2002 |
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Abbreviated title | IEA/AIE 2002 |
Country/Territory | Australia |
City | Cairns |
Period | 17/06/02 → 20/06/02 |
Internet address |
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