Predicting Critical Transitions From Time Series Synchrophasor Data

被引:52
作者
Cotilla-Sanchez, Eduardo [1 ]
Hines, Paul D. H. [2 ]
Danforth, Christopher M. [3 ]
机构
[1] Oregon State Univ, Sch Elect Engn & Comp Sci, Corvallis, OR 97331 USA
[2] Univ Vermont, Sch Engn, Burlington, VT 05405 USA
[3] Univ Vermont, Vermont Adv Comp Core, Vermont Complex Syst Ctr, Dept Math & Stat, Burlington, VT 05405 USA
基金
美国国家科学基金会;
关键词
Criticality; power system monitoring; synchronized phasor measurements; POWER-SYSTEM ANALYSIS; EARLY-WARNING SIGNALS; VOLTAGE COLLAPSE; STABILITY MARGIN; SADDLE-NODE; BIFURCATION; DYNAMICS; GENERATOR;
D O I
10.1109/TSG.2012.2213848
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The dynamical behavior of power systems under stress frequently deviates from the predictions of deterministic models. Model-free methods for detecting signs of excessive stress before instability occurs would therefore be valuable. The mathematical frameworks of "fast-slow systems" and "critical slowing down" can describe the statistical behavior of dynamical systems that are subjected to random perturbations as they approach points of instability. This paper builds from existing literature on fast-slow systems to provide evidence that time series data alone can be useful to estimate the temporal distance of a power system to a critical transition, such as voltage collapse. Our method is based on identifying evidence of critical slowing down in a single stream of synchronized phasor measurements. Results from a single machine, stochastic infinite bus model, a three machine/nine bus system and the Western North American disturbance of 10 August 1996 illustrate the utility of the proposed method.
引用
收藏
页码:1832 / 1840
页数:9
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