Title :
Parametric modeling and reconstruction of acoustic signals
Author :
Tilki, John F. ; Beex, A.A.
Author_Institution :
Bradley Dept. of Electr. Eng., Virginia Polytech. Inst. & State Univ., Blacksburg, VA, USA
Abstract :
The authors report on the development and performance evaluation of parametric signal processing algorithms for extracting a mixed stochastic signal process from its wideband noise corrupted measurements. The signals under consideration are acoustic with periodic components masked by wideband colored noise. First, the unbiased autocorrelation function (ACF) sequence is estimated from the data. The higher lags of the ACF are used in a generalized version of the least-squares modified Yule-Walker equation estimator to obtain accurate sinusoidal frequency estimates. Then the relative sinusoidal amplitudes and phases are found by maximum likelihood estimation or by modal decomposition. Once the sinusoids have been completely characterized, the wideband components of the signal are modeled using AR or ARMA spectral estimation procedures
Keywords :
acoustic signal processing; correlation theory; maximum likelihood estimation; parameter estimation; signal synthesis; stochastic processes; time series; ACF sequence; AR spectral estimation; ARMA spectral estimation; Yule-Walker equation estimator; acoustic signals; acoustic signals reconstruction; autocorrelation function; least-squares estimator; maximum likelihood estimation; modal decomposition; parametric modeling; parametric signal processing algorithms; performance evaluation; periodic components; sinusoidal amplitudes; sinusoidal frequency estimates; sinusoidal phases; stochastic signal process; wideband colored noise; wideband noise corrupted measurements; Acoustic measurements; Acoustic noise; Data mining; Frequency estimation; Noise measurement; Parametric statistics; Signal processing; Signal processing algorithms; Stochastic resonance; Wideband;
Conference_Titel :
System Theory, 1994., Proceedings of the 26th Southeastern Symposium on
Conference_Location :
Athens, OH
Print_ISBN :
0-8186-5320-5
DOI :
10.1109/SSST.1994.287882