Title :
Efficient Identification Method for Power Line Outages in the Smart Power Grid
Author :
Jung-Chieh Chen ; Wen-Tai Li ; Chao-Kai Wen ; Jen-Hao Teng ; Pangan Ting
Author_Institution :
Dept. of Optoelectron. & Commun. Eng., Nat. Kaohsiung Normal Univ., Kaohsiung, Taiwan
Abstract :
This paper considers the use of phasor angle measurements provided by phasor measurement units to identify multiple power line outages. The problem of power line outage identification has traditionally been formulated as a combinatorial optimization problem, the optimal solution of which can be found through an exhaustive search. However, the size of the search space grows exponentially with the number of outages and may thus pose a potential problem for the practical implementation of an exhaustive search, especially when multiple power line outages are considered in a power system. To reduce the complexity while improving outage detection performance, we propose a novel global stochastic optimization technique based on cross-entropy optimization, which has been proven to be a powerful tool for many combinatorial optimization problems, to identify multiple line outages. To validate the effectiveness of the proposed approach, the algorithm is tested using IEEE 118- and 300-bus systems, as well as a Polish 2736-bus system. Simulation results demonstrate that the percentage of correctly identified line outages achieved by the proposed method outperforms those obtained by existing sparse signal recovery algorithms.
Keywords :
IEEE standards; combinatorial mathematics; entropy; phasor measurement; power cables; search problems; smart power grids; stochastic programming; IEEE 118-bus systems; IEEE 300-bus systems; Polish 2736-bus system; combinatorial optimization problem; combinatorial optimization problems; cross-entropy optimization; eflicient identilication method; exhaustive search; global stochastic optimization technique; outage detection performance; phasor angle measurements; power line outage identification; power system; smart power grid; sparse signal recovery algorithms; Covariance matrices; Optimization; Phasor measurement units; Power systems; Search problems; Transmission line measurements; Vectors; Cross-entropy optimization; identification of line outages; smart grids; stochastic optimization technique;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2013.2296897