Proceedings of the 3rd International Conference on Advances in Energy and Environmental Science 2015

Multi-parameter Overload Capacity Evaluation of Power Transformer Based on Improved Neural Network

Authors
Yufeng Chen, Hui Wang, Zhihong Guo, Xiumin Du, Yi Yang, Chuanshuang He, Gehao Sheng
Corresponding Author
Yufeng Chen
Available Online July 2015.
DOI
https://doi.org/10.2991/icaees-15.2015.123How to use a DOI?
Keywords
Transformers; Overloading Capacity; Modified BP Neural Network
Abstract

Normally, transformer overloading capacity is calculated using method in guide for loading mineral-oil-immersed transformers. However, the method is not so accurate for every transformer. Therefore, a modified BP neural network based on transformer overloading calculation model is proposed. With BP neural network, computers can learn history data of transformer overloading and compute overloading time. This model combines a conditions parameter of cooling devices to make the result more accurate. The calculation data of case study using modified BP neural network model reveal that this model can get reasonable overloading time. Moreover, the overloading time is based on transformer stabilized operation, which is very practical significance.

Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 3rd International Conference on Advances in Energy and Environmental Science 2015
Series
Advances in Engineering Research
Publication Date
July 2015
ISBN
978-94-6252-130-8
ISSN
2352-5401
DOI
https://doi.org/10.2991/icaees-15.2015.123How to use a DOI?
Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Yufeng Chen
AU  - Hui Wang
AU  - Zhihong Guo
AU  - Xiumin Du
AU  - Yi Yang
AU  - Chuanshuang He
AU  - Gehao Sheng
PY  - 2015/07
DA  - 2015/07
TI  - Multi-parameter Overload Capacity Evaluation of Power Transformer Based on Improved Neural Network
BT  - Proceedings of the 3rd International Conference on Advances in Energy and Environmental Science 2015
PB  - Atlantis Press
SP  - 670
EP  - 677
SN  - 2352-5401
UR  - https://doi.org/10.2991/icaees-15.2015.123
DO  - https://doi.org/10.2991/icaees-15.2015.123
ID  - Chen2015/07
ER  -