Title :
Phasor Measurements-Aided Decision Trees for Power System Security Assessment
Author :
Li, Zhiyong ; Wu, Weilin
Author_Institution :
Coll. of Electr. Eng., Zhejiang Univ., Hangzhou, China
Abstract :
This paper describes a data mining algorithm in power system security assessment. Decision tree (DT) is utilized for on-line status appraisal of a realistic Chinese power grid model for the first time. Using knowledge database that covers all possible pre-fault operating conditions, decision rules in the form of hierarchical trees are developed for on-line assessment. Furthermore, phasor measurement units (PMU) are taken into consideration to better decision treepsilas performance. The results demonstrate that the proposed data mining scheme is able to identify crucial security indicators and gives reliable security predictions. In addition, voltage phase angle difference that obtained by PMU is proved helpful in improving DTpsilas identification accuracy.
Keywords :
data mining; decision trees; phase measurement; power engineering computing; power grids; power system faults; power system measurement; power system reliability; power system security; data mining algorithm; decision tree scheme; knowledge database; on-line status appraisal; phasor measurement units; power system security assessment; pre-fault operating conditions; realistic Chinese power grid model; reliable security prediction; Appraisal; Data mining; Data security; Databases; Decision trees; Phasor measurement units; Power grids; Power measurement; Power system modeling; Power system security;
Conference_Titel :
Information and Computing Science, 2009. ICIC '09. Second International Conference on
Conference_Location :
Manchester
Print_ISBN :
978-0-7695-3634-7
DOI :
10.1109/ICIC.2009.98