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
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;
Conference_Titel :
Modern Electric Power Systems (MEPS), 2010 Proceedings of the International Symposium
Conference_Location :
Wroclaw
Print_ISBN :
978-83-921315-7-1
