Title :
Performance bounds and sensor placement for state estimation using PMUs with phase mismatch
Author :
Peng Yang ; Zhao Tan ; Wiesel, Ami ; Nehorai, Arye
Author_Institution :
Preston M. Green Dept. of Electr. & Syst. Eng., Washington Univ. in St. Louis, St. Louis, MO, USA
Abstract :
Phasor measurement units (PMU) provide time-synchronized linear measurements for power system state estimation. In practice, the synchronization is not perfect for various reasons. In this paper we derive the posterior Cramér-Rao bound on the estimation error based on a realistic measurement model which takes into account the synchronization error. We then use a greedy algorithm for PMU placement based on the derived bound, and compare the results with other heuristics and the optimal solution through exhaustive search. Numerical examples demonstrate the performance improvement using the PMU placement profile from the greedy algorithm. The results also indicate that the greedy technique closely approximates the optimal solution.
Keywords :
greedy algorithms; phasor measurement; power system state estimation; search problems; sensor placement; PMU placement profile; estimation error; exhaustive search; greedy algorithm; optimal solution; phase mismatch; phasor measurement unit; posterior Cramer-Rao bound; power system state estimation; realistic measurement model; sensor placement; time synchronized linear measurement; Estimation error; Greedy algorithms; Phasor measurement units; Power measurement; Power systems; State estimation; Synchronization; Phasor measurement unit; greedy algorithm; phase mismatch; posterior Cramér-Rao bound; sensor placement; state estimation;
Conference_Titel :
Power and Energy Society General Meeting (PES), 2013 IEEE
Conference_Location :
Vancouver, BC
DOI :
10.1109/PESMG.2013.6672445