A verification of periodogram technique for harmonic source diagnostic analytic by using logistic regression

[...]the harmonic distortion has increased losses and decreased life expectancy of the power system equipment [1], [3, 4]. [...]it is important to define suitable methodologies to attribute the responsibilities for the deterioration of the power quality [5, 6]. According to Dreiseit, details on mode...

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Bibliographic Details
Published in:Telkomnika 2019-02, Vol.17 (1), p.497-507
Main Authors: Manap, M., Jopri, M. H., Abdullah, A. R., Karim, R., Yusoff, M. R., Azahar, AH
Format: Article
Language:English
Subjects:
Accuracy
Algorithms
Artificial intelligence
Artificial neural networks
Classification
Computer engineering
Diagnostic systems
Energy
Forecasting techniques
Frequency distribution
Harmonic analysis
Harmonic distortion
International conferences
Life expectancy
Load
Neural networks
Quality
R&D
Regression analysis
Research & development
Researchers
Citations: Items that cite this one
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Summary:[...]the harmonic distortion has increased losses and decreased life expectancy of the power system equipment [1], [3, 4]. [...]it is important to define suitable methodologies to attribute the responsibilities for the deterioration of the power quality [5, 6]. According to Dreiseit, details on model building are often given for logistic regression rather than artificial neural networks because in a standard logistic regression software, forward, backward and stepwise variable scheme are implemented so it is easily used and reported [27]. (7) where the e is an error distributed by the standard logistic distribution. [...]the logistic regression function [32] can be written as (8) ... The result show that the propose method does not give high accuracy in diagnostic analytics process. [...]a better technique such as time-frequency distribution should be considered for future research.
ISSN:1693-6930
2302-9293
DOI:10.12928/telkomnika.v17i1.10390