Wide area monitoring system control management of the IEEE-14 bus system using least square support vector regression

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)

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Abstract

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.

Item Type: Article
Uncontrolled Keywords: IEEE 14-bus system; Least square support vector regression; Mean square error; Phasor measuring units; Reliable energy; Wide area monitoring systems
Subjects: T Technology > TK Electrical engineering. Electronics Nuclear engineering
Faculty/Division: Center for Mathematical Science
Depositing User: Dr. Nor Azuana Ramli
Date Deposited: 11 Aug 2022 02:19
Last Modified: 11 Aug 2022 02:19
URI: http://umpir.ump.edu.my/id/eprint/34879
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