Simultaneous Detection of Radial Deformation Location and Axial Displacement Extent in a Transformer Winding Using Cross-correlation Technique and ANN_1

Research Area: Volume 1 Issue 5, Sept. 2012 Year: 2012
Type of Publication: Article Keywords: Radial Deformation RD, Axial Displacement AD, Feature selection, Artificial Neural Network ANN
Authors:
  • M. Rahmatian
  • M. S. Naderi
  • G. B. Gharehpetian
  • A. J. Ghanizadeh
Journal: IJEIR Volume: 1
Number: 5 Pages: 478-483
Month: Sept.
ISSN: 2277-5668
Abstract:
In this paper, a new method to detect and locate mechanical defects, as one of the major faults in power transformer windings, is proposed. Axial displacement and radial deformation are considered as two major types of mechanical defects in this study. In the first step, a real transformer winding is modelled based on detailed model considering geometrical specifications and the frequency response characteristics are obtained for intact and defected modes. This technique is called Frequency Response Analysis (FRA). Thereafter, some features based on cross-correlation and other mathematical patterns are selected from the obtained signals. These features are then used to train an ANN classifier. The proposed method is able to discriminate between radial deformation and axial displacement defects precisely and determine the axial displacement extent and radial deformation location with a good accuracy. This accuracy rate reaches 81.25% for axial displacement extent and 75% for radial deformation location.

Indexed By:

Our Journals

IJECCE
International Journal of Electronics Communication and Computer Engineering
ISSN(Online): 2249 - 071X
ISSN (Print) : 2278 – 4209
www.ijecce.org
Submissions open
IJAIR
International Journal of Agriculture Innovations and Research
ISSN(Online) : 2319 – 1473
www.ijair.org
Submissions open
IJISM
International Journal of Innovation in Science and Mathematics
ISSN : 2347 – 9051
www.ijism.org
Submissions open
IJEIR
International Journal of Engineering Innovations and Research
ISSN(Online) : 2277 – 5668
www.ijeir.org
Submissions are open.

IJAIM
International Journal of Artificial Intelligence and Mechatronics
ISSN(Online) : 2320 – 5121
www.ijaim.org
Submissions open
IJRAS
International Journal of Research in Agricultural Sciences
ISSN(Online) : 2348 – 3997
www.ijras.org
Submissions open

Submission Open

"Submissions Open For Vol. 13,Issue 2, Mar. - Apr. 2024"

Click here to submit article.........

Latest Updates

Submissions open

Submissions open

For

"Vol. 13,Issue 2, Mar. - Apr. 2024"


 
Published Papers

Accepted Papers are published in

1. Recently Published Issue.

"Volume 13,Issue 1, Jan. - Feb. 2024"


 

Dear Authors

Once author receives paper id, please always mention it in subject of your mail.

"Submissions Open"

Message for Authors