Comparison of Optimal MLP and RBF Neural Network Design Strategies for Qualitative Assessment of State of Degradation in Stator Insulation of Induction Motor

Research Area: Volume 4,Issue 5, Sept. 2015 Year: 2015
Type of Publication: Article Keywords: Induction Motor, Stator Insulation, Multilayer Perceptron, Radial Basis Function, Artificial Intelligence, Parks Current Transformation
Authors:
  • Amit J. Modak
  • Dr. H. P. Inamdar
Journal: IJEIR Volume: 4
Number: 5 Pages: 691-700
Month: September
Abstract:
In the present work, the methodologies adopted towards the optimal design process of the discrete neural network classifier blocks of discrete ‘ANN’ simulation model, which are designed on the basis of ‘multilayer perceptron’ (MLP) and ‘radial basis function’ (RBF) type of neural network architecture are presented. The design of discrete ‘ANN’ simulation model is done for the classification and qualitative assessment of the state of degradation of insulation present in the respective phases of three-phase ac induction motor. The optimal design specifications realized for the various neural network classifier blocks, which are designed on the basis of ‘multilayer perceptron’ (MLP) and ‘radial basis function’ (RBF) types of neural network architectures are compared. On the basis of comparative analysis it is possible to suggest the appropriate design strategy, which is suitable for the successful hardware implementation of the mentioned application.

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 Volume 8,Issue 6,Nov.- Dec., 2019"

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

Latest Updates

Submissions open

Submissions open

For

"Volume 8,Issue 6,Nov.- Dec., 2019"


 
Published Papers

Accepted Papers are published in

1. Recently Published Issue.

"Vol. 8, Issue 5,Sept. - Oct., 2019"


 

Dear Authors

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

"Submissions Open For Volume 8,Issue 6,Nov.- Dec., 2019"

Message for Authors