Title :
Subspace-based frequency estimation utilizing prior information
Author :
Wirfält, Petter ; Bouleux, Guillaume ; Jansson, Magnus ; Stoica, Petre
Author_Institution :
ACCESS Linnaeus Center, KTH - R. Inst. of Technol., Stockholm, Sweden
Abstract :
In certain frequency estimation applications one or more of the underlying frequencies are known. For example, in rotary machines the known frequency may be a strong network frequency masking important closely spaced frequencies. Being able to include this information in the design of the estimator can be expected to improve the performance when estimating such closely spaced frequencies. We present a framework to include such prior information in a class of subspace-based estimators. Through Monte Carlo simulations and real-data applications we show the usefulness of our approach.
Keywords :
Monte Carlo methods; frequency estimation; signal processing; Monte Carlo simulation; frequency estimation; signal processing; subspace based estimator; Discrete Fourier transforms; Estimation; Frequency estimation; Induction motors; Markov processes; Polynomials; Rotors; Failure analysis; Frequency estimation; Parameter estimation; Rotating machines;
Conference_Titel :
Statistical Signal Processing Workshop (SSP), 2011 IEEE
Conference_Location :
Nice
Print_ISBN :
978-1-4577-0569-4
DOI :
10.1109/SSP.2011.5967751