DocumentCode
23475
Title
Method for evaluating the importance of power grid nodes based on PageRank algorithm
Author
Canbing Li ; Wencan Liu ; Yijia Cao ; Hao Chen ; Baling Fang ; Wei Zhang ; Haiqing Shi
Author_Institution
Coll. of Electr. & Inf. Eng., Hunan Univ., Changsha, China
Volume
8
Issue
11
fYear
2014
fDate
11 2014
Firstpage
1843
Lastpage
1847
Abstract
Cascading failures can easily occur and cause a major blackout in power grid when an important node breaks down. It is an essential problem to evaluate the importance of nodes in power system planning and operation. In this study, a method for evaluating the importance of power grid nodes based on PageRank (PR) algorithm is proposed. First, according to the comparison of the internet and power grid topology, a directed graph is established. Second, based on the directed graph, an index is proposed to estimate the importance of power grid nodes based on PR algorithm. Then, according to the characteristics of power grid, a modified algorithm, which takes the importance of nodal load, nodal load capacity and network topology into account, is proposed. Finally, case study shows the necessity of considering the factors to evaluate the importance of power grid nodes and the effective of index and algorithm to identify critical nodes in this study.
Keywords
Internet; directed graphs; power engineering computing; power grids; power system reliability; Internet; PR algorithm; PageRank algorithm; cascading failures; directed graph; network topology; nodal load capacity; power grid nodes; power grid topology; power system planning;
fLanguage
English
Journal_Title
Generation, Transmission & Distribution, IET
Publisher
iet
ISSN
1751-8687
Type
jour
DOI
10.1049/iet-gtd.2014.0051
Filename
6942381
Link To Document