DocumentCode
551478
Title
Utilization of support vector machine classifiers to power system topology verification
Author
Lukomski, Robert ; Wilkosz, Kazimierz
Author_Institution
Electr. Power Eng. Inst., Wroclaw Univ. of Technol., Wroclaw, Poland
fYear
2010
fDate
20-22 Sept. 2010
Firstpage
1
Lastpage
6
Abstract
Creating a correct power network connectivity model is very important stage of power system real-time modeling. Errors in this model may seriously degrade credibility of results of power system applications and implicate improper and potentially danger control actions. In this situation, checking correctness of power network topology model is of great importance. The aim of the paper is to present an original method for power system topology verification, using the knowledge resulting from relationships describing power system and Support Vector Machine classification technique. In the paper, theoretical background and principle of the proposed method are described. A case study shows utilization of the method for the verification of a topology model of the IEEE 14-bus test system. At the end of the paper, features of the described method are discussed.
Keywords
IEEE standards; power system simulation; support vector machines; IEEE 14-bus test system; danger control actions; power network connectivity model; power network topology model; power system applications; power system real-time modeling; power system topology verification; support vector machine classification technique; support vector machine classifiers; Integrated circuit modeling; Kernel; Network topology; Reactive power; Support vector machines; Topology; SVM; power system; state estimation; topology; topology verification;
fLanguage
English
Publisher
ieee
Conference_Titel
Modern Electric Power Systems (MEPS), 2010 Proceedings of the International Symposium
Conference_Location
Wroclaw
Print_ISBN
978-83-921315-7-1
Type
conf
Filename
6007289
Link To Document