Title :
Analysis of Resonator-Based Harmonic Estimation in the Case of Data Loss
Author :
Orosz, Gabor ; Sujbert, L. ; Peceli, G.
Author_Institution :
Dept. of Meas. & Inf. Syst., Budapest Univ. of Technol. & Econ., Budapest, Hungary
Abstract :
This paper investigates the behavior of the spectral resonator-based spectral observer (RBO) for lossy measurements. The RBO is an efficient real-time method designed for measuring the harmonic components of periodic signals. Recently, some experiments have shown that RBO can tolerate some data loss, but no exact criteria of the convergence have been available. The main contribution of this paper is a set of conditions which enable to predict whether the observer is able to find the harmonic components or not. The necessary condition of convergence helps to recognize the situations when the error-free estimation of the harmonic components is not possible. The sufficient conditions of convergence give safe regions of data loss parameters (e.g., data loss ratio) where the unbiased harmonic estimation can always be ensured. Simulations are also presented to demonstrate the effect of data loss in different situations.
Keywords :
convergence; estimation theory; harmonic analysis; loss measurement; observers; real-time systems; resonators; data loss parameters; error-free estimation; lossy measurements; periodic signals harmonic components; real-time method; resonator-based harmonic estimation; spectral RBO; spectral resonator-based spectral observer; unbiased harmonic estimation; Convergence; Harmonic analysis; Noise; Observability; Observers; Vectors; Convergence; data loss; missing observations; recursive spectrum analysis; resonator-based observer (RBO);
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2012.2215071