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 :
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