Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network
This paper presents a statistical algorithm for classification of fault causes on power transmission lines. The proposed algorithm is based upon the root mean square (RMS) current duration, voltage dip, and discrete wavelet transform (DWT) measured at the sending end of a line and the decision tree...
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| Format: | Article |
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Multidisciplinary Digital Publishing Institute
2021
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| _version_ | 1796983266058698752 |
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| author | Asman, Saidatul Habsah Ab Aziz, Nur Fadilah Ungku Amirulddin Al Amin, Ungku Anisa Ab Kadir, Mohd Zainal Abidin |
| author_facet | Asman, Saidatul Habsah Ab Aziz, Nur Fadilah Ungku Amirulddin Al Amin, Ungku Anisa Ab Kadir, Mohd Zainal Abidin |
| author_sort | Asman, Saidatul Habsah |
| collection | UPM |
| description | This paper presents a statistical algorithm for classification of fault causes on power transmission lines. The proposed algorithm is based upon the root mean square (RMS) current duration, voltage dip, and discrete wavelet transform (DWT) measured at the sending end of a line and the decision tree method, a commonly accessible measurable method. Fault duration of RMS current signal, voltage dip, and DWT gives concealed data of a fault signature as a contribution to decision tree calculation which is utilized to classify various fault causes. The proposed method was carried out in the MATLAB/SIMULINK programming platform based upon the information made with the fault analysis of the 275 kV sample transmission line considering wide variations in the operating conditions. The classifier performance of different parameters was also compared in a confusion matrix form to obtain the best classification results of the decision tree. |
| first_indexed | 2024-03-06T11:04:05Z |
| format | Article |
| id | upm.eprints-96600 |
| institution | Universiti Putra Malaysia |
| last_indexed | 2024-03-06T11:04:05Z |
| publishDate | 2021 |
| publisher | Multidisciplinary Digital Publishing Institute |
| record_format | dspace |
| spelling | upm.eprints-966002023-01-11T08:25:57Z http://psasir.upm.edu.my/id/eprint/96600/ Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network Asman, Saidatul Habsah Ab Aziz, Nur Fadilah Ungku Amirulddin Al Amin, Ungku Anisa Ab Kadir, Mohd Zainal Abidin This paper presents a statistical algorithm for classification of fault causes on power transmission lines. The proposed algorithm is based upon the root mean square (RMS) current duration, voltage dip, and discrete wavelet transform (DWT) measured at the sending end of a line and the decision tree method, a commonly accessible measurable method. Fault duration of RMS current signal, voltage dip, and DWT gives concealed data of a fault signature as a contribution to decision tree calculation which is utilized to classify various fault causes. The proposed method was carried out in the MATLAB/SIMULINK programming platform based upon the information made with the fault analysis of the 275 kV sample transmission line considering wide variations in the operating conditions. The classifier performance of different parameters was also compared in a confusion matrix form to obtain the best classification results of the decision tree. Multidisciplinary Digital Publishing Institute 2021 Article PeerReviewed Asman, Saidatul Habsah and Ab Aziz, Nur Fadilah and Ungku Amirulddin Al Amin, Ungku Anisa and Ab Kadir, Mohd Zainal Abidin (2021) Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network. Applied Sciences-Basel, 11. art. no. 9. pp. 1-26. ISSN 2076-3417 https://www.mdpi.com/2076-3417/11/9/4031 10.3390/app11094031 |
| spellingShingle | Asman, Saidatul Habsah Ab Aziz, Nur Fadilah Ungku Amirulddin Al Amin, Ungku Anisa Ab Kadir, Mohd Zainal Abidin Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network |
| title | Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network |
| title_full | Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network |
| title_fullStr | Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network |
| title_full_unstemmed | Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network |
| title_short | Decision tree method for fault causes classification based on RMS-DWT analysis in 275 kV transmission lines network |
| title_sort | decision tree method for fault causes classification based on rms dwt analysis in 275 kv transmission lines network |
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