Title :
Adaptive phasor estimators based on recursive least-squares
Author :
Costa, Fabiano F. ; dos Santos, R.C. ; Ferreira, Ronaldo R. ; Fernandes, Darlan A. ; de Almeida, L.A.L. ; Coury, Denis
Author_Institution :
CECS, Fed. Univ. of ABC, Santo Andre, Brazil
Abstract :
Recursive algorithms, such as Recursive Least Square (RLS), have a very fast initial convergence rate, but the algorithm gain becomes too small just after a few iterations. This reduces the algorithm´s adaptability. This paper summarizes the main techniques to overcome this drawback which are based on the manipulation of the covariance matrix. Moreover, it is introduced an alternative adaptive technique designated Modified Random Walking (MRW) suitable for digital relaying applications. This provides the algorithm´s capability to track amplitude and phase of currents and voltages collected from power grids under faulty conditions. The performance of the algorithms is evaluated using computer simulations.
Keywords :
covariance matrices; iterative methods; least squares approximations; power grids; power transmission lines; power transmission protection; adaptive phasor estimators; adaptive technique; algorithm adaptability; amplitude currents; computer simulations; covariance matrix; currents phase; digital relaying; faulty conditions; iterations; modified random walking; power grids; recursive algorithms; recursive least-squares; transmission line protection; Convergence; Covariance matrices; Equations; Estimation; Legged locomotion; Mathematical model; Prediction algorithms; Adaptive prediction; Co-variance management; Digital relaying; RLS;
Conference_Titel :
PowerTech (POWERTECH), 2013 IEEE Grenoble
Conference_Location :
Grenoble
DOI :
10.1109/PTC.2013.6652173