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Merge pull request #4 from ZenithClown/documents/readme-changes
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Update Figures & Code Documentation
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ZenithClown authored Feb 13, 2024
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<p align = "justify">Insulation failure is a severe threat to high voltage equipment, and its protection using a reliable and efficient diagnostic tool has always been the interest to power utilities. Many traditional and newer techniques are available. Due to the complex aging process of oil-paper insulation, experts generally perform assessments after carefully evaluating measurement data. The paper presents a methodology to analyze recovery voltage measurement data to estimate aging sensitive performance parameters (dissipation factor).</p>

## Keywords
### Keywords

<p align = "justify"><i>power transformer, dissipation factor, tan delta, return voltage, recovery voltage, central time constant, principal component analysis, regression, oil moisture, initial rate, machine learning, curve fitting</i></p>

## Figures

<p align = "justify">Significant figures related to the paper is added here for reference. Images files are available <a href = "./assets/figures/">here</a>, and the overall flowchart of the proposed algorithm and PCA is created using <a href = "https://draw.io/">draw.io</a> founded by <i>Gaudenz Alder</i>.</p>

<div align = "center">

<table>
<thead>
<tr colspan = 3><b><i>Significant Figures from Conference Paper</i></b></tr>
</thead>
<tbody>
<tr>
<td><img src = "./assets/figures/Figure 3 RVM Spectrum of trf1.svg" width = 512/></td>
<td></td>
<td><img src = "./assets/figures/Figure 4 The Scree Plot representing the Percentage of Explained Variance of all the Individual Principal Components calculated from PCA considering all the Transformer Parameters.svg" width = 512/></td>
</tr>
<tr>
<td><p align = "center"><b>Fig.:</b> RVM Spectrum of <i>trf1</i></p></td>
<td></td>
<td><p align = "center"><b>Fig.:</b> The <i>Scree Plot</i> to determine Optimal Components</p></td>
</tr>
<tr>
<td>image</td>
<td></td>
<td>image</td>
</tr>
<tr>
<td><p align = "center"><b>Fig.:</b> </p></td>
<td></td>
<td><p align = "center"><b>Fig.:</b> </p></td>
</tr>
<tr>
<td>image</td>
<td></td>
<td>image</td>
</tr>
<tr>
<td><p align = "center"><b>Fig.:</b> </p></td>
<td></td>
<td><p align = "center"><b>Fig.:</b> </p></td>
</tr>
<tr>
<td>image</td>
<td></td>
<td>image</td>
</tr>
<tr>
<td><p align = "center"><b>Fig.:</b> </p></td>
<td></td>
<td><p align = "center"><b>Fig.:</b> </p></td>
</tr>
<tr>
<td>image</td>
<td></td>
<td>image</td>
</tr>
<tr>
<td><p align = "center"><b>Fig.:</b> </p></td>
<td></td>
<td><p align = "center"><b>Fig.:</b> </p></td>
</tr>
</tbody>
</table>

</div>

<p align = "center">
<img src = "./assets/figures/Figure 1 Two-Electrode Model for Capturing RV Data.jpeg" /><br>
Figure 1 Two-Electrode Model for Capturing RV Data<br><br>
<!-- <img src = "./assets/figures/Figure 2 Flowchart of RV Measurement using Two-Electrode Model.png" /><br>
Figure 2 Flowchart of RV Measurement using Two-Electrode Model<br><br> -->
<img src = "./assets/figures/Figure 3 RVM Spectrum of trf1.svg" /><br>
<br>
Figure 2 RVM Spectrum of trf1<br><br>
<img src = "./assets/figures/Figure 4 The Scree Plot representing the Percentage of Explained Variance of all the Individual Principal Components calculated from PCA considering all the Transformer Parameters.svg" /><br>
Figure 3 The Scree Plot representing the Percentage of Explained Variance of all the Individual Principal Components calculated from PCA considering all the Transformer Parameters<br><br>
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