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Approximation of overloads for a selected tram traction substation using artificial neural networks

Publication date: 29.12.2016

Technical Transactions, 2016, Electronical Engineering Issue 3-E 2016, pp. 39 - 50

https://doi.org/10.4467/2353737XCT.16.264.6063

Authors

,
Marek Dudzik
Faculty of Electrical and Computer Engineering, Cracow University of Technology
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,
Sławomir Drapik
ELECTREN S.A.
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Janusz Prusak
Department of Traction and Traffic Control, Faculty of Electrical and Computer Engineering, Cracow University of Technology
https://orcid.org/0000-0001-8037-1378 Orcid
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Titles

Approximation of overloads for a selected tram traction substation using artificial neural networks

Abstract

The article presents some of the results of measurements of loads for a selected tram traction substation for a continuous period of time covering sixteen weeks (112 days). Particular attention was paid to overloads occurring in consequent days. The second part of the article presents the analysis of overloads relating to the time interval of 60 minutes in successive days. This analysis was implemented in Matlab using a two-layer feedforward artificial neural network (ANN). The results of the approximation of the analyzed overloads are promising. A continuation of research may lead to the formulation of mathematical equations that might be useful for designers in terms of sufficiently precise calculations of overloads of rectifier units of DC traction substations.

References


Information

Information: Technical Transactions, 2016, Electronical Engineering Issue 3-E 2016, pp. 39 - 50

Article type: Original article

Titles:

Polish:

Approximation of overloads for a selected tram traction substation using artificial neural networks

English:

Approximation of overloads for a selected tram traction substation using artificial neural networks

Authors

Faculty of Electrical and Computer Engineering, Cracow University of Technology

https://orcid.org/0000-0001-8037-1378

Janusz Prusak
Department of Traction and Traffic Control, Faculty of Electrical and Computer Engineering, Cracow University of Technology
https://orcid.org/0000-0001-8037-1378 Orcid
All publications →

Department of Traction and Traffic Control, Faculty of Electrical and Computer Engineering, Cracow University of Technology

Published at: 29.12.2016

Article status: Open

Licence: None

Percentage share of authors:

Marek Dudzik (Author) - 33%
Sławomir Drapik (Author) - 33%
Janusz Prusak (Author) - 34%

Article corrections:

-

Publication languages:

English