DocumentCode :
46658
Title :
A Novel Online Estimation Scheme for Static Voltage Stability Margin Based on Relationships Exploration in a Large Data Set
Author :
Youping Fan ; Songkai Liu ; Libin Qin ; Huimin Li ; Huimin Qiu
Author_Institution :
Sch. of Electr. Eng., Wuhan Univ., Wuhan, China
Volume :
30
Issue :
3
fYear :
2015
fDate :
May-15
Firstpage :
1380
Lastpage :
1393
Abstract :
A novel integrated scheme based on relationships exploration (RE) is presented for the online estimation of the relative voltage stability margin (VSM). The proposed scheme can select the optimal variables as input features for estimation by detecting the relationship between each operation variable and the relative VSM in a large data set. Each relationship is given scores by the maximal information coefficient (MIC) and the Pearson correlation coefficient (PCC). The variables selected for estimation are corresponding to the relationships highly ranked by MIC and PCC, including linear relationships and nonlinear functional ones. Some of the highly ranked relationships are shown, curve fitted and described from the perspective of power system operation. If the data of the selected variables are obtained online from the wide area measurement system (WAMS), the relative VSM can be online estimated based on the explored relationships. The integrated scheme using RE-based process is examined on a 21-bus test system and a practical 1648-bus system provided by the software PSS/E, and it presents acceptable estimation accuracy. The impacts of training set size, selected relationships´ types, total number and ranks on estimation accuracy are analyzed. The robustness of the scheme to measurement errors and topology variation is studied.
Keywords :
power system measurement; power system reliability; power system stability; voltage control; MIC; PCC; Pearson correlation coefficient; WAMS; large data set; linear relationships; maximal information coefficient; measurement errors; nonlinear functional ones; online estimation scheme; operation variable; power system operation; relationships exploration; relative VSM; static voltage stability margin; topology variation; wide area measurement system; Estimation; Generators; Microwave integrated circuits; Network topology; Power system stability; Stability analysis; Topology; Large data sets; Pearson correlation coefficient; maximal information coefficient; relationships exploration; voltage stability margin;
fLanguage :
English
Journal_Title :
Power Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8950
Type :
jour
DOI :
10.1109/TPWRS.2014.2349531
Filename :
6883220
Link To Document :
بازگشت