Title :
Distributed Robust Power System State Estimation
Author :
Kekatos, Vassilis ; Giannakis, Georgios
Author_Institution :
ECE Dept., Univ. of Minnesota, Minneapolis, MN, USA
Abstract :
Deregulation of energy markets, penetration of renewables, advanced metering capabilities, and the urge for situational awareness, all call for system-wide power system state estimation (PSSE). Implementing a centralized estimator though is practically infeasible due to the complexity scale of an interconnection, the communication bottleneck in real-time monitoring, regional disclosure policies, and reliability issues. In this context, distributed PSSE methods are treated here under a unified and systematic framework. A novel algorithm is developed based on the alternating direction method of multipliers. It leverages existing PSSE solvers, respects privacy policies, exhibits low communication load, and its convergence to the centralized estimates is guaranteed even in the absence of local observability. Beyond the conventional least-squares based PSSE, the decentralized framework accommodates a robust state estimator. By exploiting interesting links to the compressive sampling advances, the latter jointly estimates the state and identifies corrupted measurements. The novel algorithms are numerically evaluated using the IEEE 14-, 118-bus, and a 4200-bus benchmarks. Simulations demonstrate that the attainable accuracy can be reached within a few inter-area exchanges, while largest residual tests are outperformed.
Keywords :
compressed sensing; phasor measurement; power markets; power system state estimation; IEEE 118-bus benchmark; IEEE 14-bus benchmark; IEEE 4200-bus benchmark; advanced metering; alternating direction method; compressive sampling; distributed PSSE method; distributed robust power system state estimation; energy market; low communication load; multiplier; phasor measurement unit; real-time monitoring; regional disclosure policy; Minimization; Phasor measurement units; Power systems; Robustness; State estimation; Vectors; Voltage measurement; Alternating direction method of multipliers; Huber´s function; SCADA measurements; bad data identification; multi-area state estimation; phasor measurement units;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2012.2219629