Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression
The wide area monitoring system (WAMS) records and monitors every fault or disturbance that occurs in a power system network using phasor measuring units (PMUs). Extensive monitoring of the condition of the electrical power system can ensure the sustainability of reliable energy. The accuracy of the...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
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Institute of Advanced Engineering and Science
2022
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| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/34879/7/Wide%20area%20monitoring%20system%20control%20management.pdf |
| _version_ | 1796995233747042304 |
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| author | Awalin, Lilik Jamilatul Syahirah, Abd Halim Nor Azuana, Ramli Jafferi, Jamaluddin Mohd Syukri, Ali |
| author_facet | Awalin, Lilik Jamilatul Syahirah, Abd Halim Nor Azuana, Ramli Jafferi, Jamaluddin Mohd Syukri, Ali |
| author_sort | Awalin, Lilik Jamilatul |
| collection | UMP |
| description | The wide area monitoring system (WAMS) records and monitors every fault or disturbance that occurs in a power system network using phasor measuring units (PMUs). Extensive monitoring of the condition of the electrical power system can ensure the sustainability of reliable energy. The accuracy of the PMUs placement can be determined using the least square support vector regression (LS-SVR) technique. The primary goal of this study is to assess the level of accuracy of the PMUs placement using mean square error (MSE). First, the IEEE-14 bus system equipped with PMUs was built in Matlab software using Simulink. The MSE of the PMUs was then calculated using the LS-SVR. The results revealed that the lower the MSE, the better the PMUs placement. It was also observed that placing the PMUs on bus 2, bus 6, and bus 9 produced the lowest value of MSE. |
| first_indexed | 2024-03-06T12:59:18Z |
| format | Article |
| id | UMPir34879 |
| institution | Universiti Malaysia Pahang |
| language | English |
| last_indexed | 2024-03-06T12:59:18Z |
| publishDate | 2022 |
| publisher | Institute of Advanced Engineering and Science |
| record_format | dspace |
| spelling | UMPir348792022-08-11T02:19:01Z http://umpir.ump.edu.my/id/eprint/34879/ Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression Awalin, Lilik Jamilatul Syahirah, Abd Halim Nor Azuana, Ramli Jafferi, Jamaluddin Mohd Syukri, Ali TK Electrical engineering. Electronics Nuclear engineering The wide area monitoring system (WAMS) records and monitors every fault or disturbance that occurs in a power system network using phasor measuring units (PMUs). Extensive monitoring of the condition of the electrical power system can ensure the sustainability of reliable energy. The accuracy of the PMUs placement can be determined using the least square support vector regression (LS-SVR) technique. The primary goal of this study is to assess the level of accuracy of the PMUs placement using mean square error (MSE). First, the IEEE-14 bus system equipped with PMUs was built in Matlab software using Simulink. The MSE of the PMUs was then calculated using the LS-SVR. The results revealed that the lower the MSE, the better the PMUs placement. It was also observed that placing the PMUs on bus 2, bus 6, and bus 9 produced the lowest value of MSE. Institute of Advanced Engineering and Science 2022-06-13 Article PeerReviewed pdf en cc_by_sa http://umpir.ump.edu.my/id/eprint/34879/7/Wide%20area%20monitoring%20system%20control%20management.pdf Awalin, Lilik Jamilatul and Syahirah, Abd Halim and Nor Azuana, Ramli and Jafferi, Jamaluddin and Mohd Syukri, Ali (2022) Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression. Indonesian Journal of Electrical Engineering and Computer Science, 27 (2). pp. 780-792. ISSN 2502-4752. (Published) http://doi.org/10.11591/ijeecs.v27.i2.pp780-792 http://doi.org/10.11591/ijeecs.v27.i2.pp780-792 |
| spellingShingle | TK Electrical engineering. Electronics Nuclear engineering Awalin, Lilik Jamilatul Syahirah, Abd Halim Nor Azuana, Ramli Jafferi, Jamaluddin Mohd Syukri, Ali Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression |
| title | Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression |
| title_full | Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression |
| title_fullStr | Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression |
| title_full_unstemmed | Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression |
| title_short | Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression |
| title_sort | wide area monitoring system control management of the ieee 14 bus system using least square support vector regression |
| topic | TK Electrical engineering. Electronics Nuclear engineering |
| url | http://umpir.ump.edu.my/id/eprint/34879/7/Wide%20area%20monitoring%20system%20control%20management.pdf |
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