Rapid Assessment, Visualization and Mitigation of Cascading Failure Risk in Power Systems

被引:6
|
作者
Rezaei, Pooya [1 ]
Eppstein, Margaret J. [2 ]
Hines, Paul D. H. [1 ]
机构
[1] Univ Vermont, Sch Engn, Burlington, VT 05405 USA
[2] Univ Vermont, Dept Comp Sci, Burlington, VT USA
关键词
BRANCHING-PROCESS; RANDOM CHEMISTRY; LINE OUTAGES; PROPAGATION; SIMULATION; BLACKOUTS; NETWORKS;
D O I
10.1109/HICSS.2015.331
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes a new approach, using "Random Chemistry" sampling, to estimate the risk of large cascading blackouts triggered by multiple contingencies. On a 2383 bus test case the new approach finds the expected value of large-blackout sizes (a measure of risk) two orders of magnitude faster than Monte Carlo sampling, without introducing measurable bias. We also derive a method to compute the sensitivity of blackout risk to individual component-failure probabilities, allowing one to quickly identify low-cost strategies for reducing risk. For example, we show how a 1.9% increase in operational costs reduced the overall risk of cascading failure in a 2383-bus test case by 61%. An examination of how risk changes with load yielded a surprising decrease in cascading failure risk at the highest loadings, due to increased locality in generation and less long-distance transmission. Finally, this paper proposes new visualizations of spatio-temporal patterns in cascading failure risk that could provide valuable guidance to system planners and operators.
引用
收藏
页码:2748 / 2758
页数:11
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