Kohonen Neural Network Based Approach for Voltage Security Monitoring of Power Systems.
Ebraheem, M., Abd-Raboh Mohamed, E. (2021). Kohonen Neural Network Based Approach for Voltage Security Monitoring of Power Systems.. EKB Journal Management System, 24(2), 1-10. doi: 10.21608/bfemu.2021.147357
Mohamed Ebraheem El-Said Ebraheem; El-Hussieny El-Hussieny Abd-Raboh Mohamed. "Kohonen Neural Network Based Approach for Voltage Security Monitoring of Power Systems.". EKB Journal Management System, 24, 2, 2021, 1-10. doi: 10.21608/bfemu.2021.147357
Ebraheem, M., Abd-Raboh Mohamed, E. (2021). 'Kohonen Neural Network Based Approach for Voltage Security Monitoring of Power Systems.', EKB Journal Management System, 24(2), pp. 1-10. doi: 10.21608/bfemu.2021.147357
Ebraheem, M., Abd-Raboh Mohamed, E. Kohonen Neural Network Based Approach for Voltage Security Monitoring of Power Systems.. EKB Journal Management System, 2021; 24(2): 1-10. doi: 10.21608/bfemu.2021.147357

Kohonen Neural Network Based Approach for Voltage Security Monitoring of Power Systems.

MEJ- Mansoura Engineering Journal
Article 1, Volume 24, Issue 2, June 1999, Page 1-10  XML PDF (217.16 K)
Document Type: Research Studies
DOI: 10.21608/bfemu.2021.147357
View on SCiNiTO View on SCiNiTO
Authors
Mohamed Ebraheem El-Said Ebraheem1; El-Hussieny El-Hussieny Abd-Raboh Mohamed* 2
1Electrical Power & Machines Department., Faculty of Engineering., El-Mansoura University., Mansoura., Egypt.
2Electrical Power & Machines Department., Faculty of Engineering, El-Mansoura University., Mansoura., Egypt.
Abstract
This paper utilizes the artificial neural network of Kohonen for monitoring voltage security of electric power systems. The Kohonen model is based on the self-organization feature mapping technique that transforms input patterns into neurons on the two dimensional grid. By using the power flow analysis and the minimum singular value method a Kohonen Neural Network (KNN) is trained to give the expected values of voltage stability index at each load bus as well as for the whole system special emphasis is placed on the selection of input information and analysis of the network output results. The generalization capability of the KNN under various operating conditions has been tested. Test results on IEEE 30-bus system show the effectiveness of the proposed approach for monitoring voltage security in power system.
Statistics
Article View: 53
PDF Download: 141