Extending coherence for optimal detection of nonstationary harmonic signals

This paper describes an improved detector for nonstationary harmonic signals. The performance improvement is accomplished by using a novel method for extending the coherence time of such signals. This method applies a transformation to a noisy signal that attempts to fit a simple model to the signal's slowly changing fundamental frequency over the analysis duration. By matching the change in the signal's fundamental frequency, analysis is more coherent with the signal over longer durations, which allows the use of longer windows and thus improves detection performance.

[1]  Martín Rocamora,et al.  FAN CHIRP TRANSFORM FOR MUSIC REPRESENTATION , 2010 .

[2]  Douglas L. Jones,et al.  Warped wavelet bases: unitary equivalence and signal processing , 1993, 1993 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[3]  Melvin J. Hinich Detecting a hidden periodic signal when its period is unknown , 1982 .

[4]  Shlomo Dubnov,et al.  Generalized Likelihood Ratio Test for Voiced-Unvoiced Decision in Noisy Speech Using the Harmonic Model , 2006, IEEE Transactions on Audio, Speech, and Language Processing.

[5]  L. Scharf,et al.  Statistical Signal Processing: Detection, Estimation, and Time Series Analysis , 1991 .

[6]  Petar M. Djuric,et al.  A model selection rule for sinusoids in white Gaussian noise , 1996, IEEE Trans. Signal Process..

[7]  R. R. Boorstyn,et al.  Multiple tone parameter estimation from discrete-time observations , 1976, The Bell System Technical Journal.

[8]  Robert B. Dunn,et al.  Sinewave parameter estimation using the fast Fan-Chirp Transform , 2009, 2009 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics.

[9]  Shlomo Dubnov,et al.  Maximum a-posteriori probability pitch tracking in noisy environments using harmonic model , 2004, IEEE Transactions on Speech and Audio Processing.

[10]  Luis Weruaga,et al.  Adaptive chirp-based time-frequency analysis of speech signals , 2006, Speech Commun..

[11]  Randolph L. Moses,et al.  A Combined Order Selection and Parameter Estimation Algorithm for Coupled Harmonics , 2003 .

[12]  Edward J. Wegman,et al.  Statistical Signal Processing , 1985 .

[13]  Kon Max Wong,et al.  Detection of harmonic sets , 1995, IEEE Trans. Signal Process..

[14]  Les E. Atlas,et al.  Extending coherence time for analysis of modulated random processes , 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[15]  J. Pitton ENHANCEMENT OF REVERBERANT AND NOISY SPEECH BY EXTENDING ITS COHERENCE Scott Wisdom ? , Thomas Powers ? , Les Atlas ? , 2014 .

[16]  Luis Weruaga,et al.  The fan-chirp transform for non-stationary harmonic signals , 2007, Signal Process..