Title :
Hybrid linear/quadratic time-frequency attributes
Author :
Baraniuk, Richard ; Coates, Mark ; Steeghs, Philippe
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
Abstract :
We present an efficient method for robustly calculating time-frequency attributes of a signal, including instantaneous mean frequency, bandwidth, and kurtosis. Most current approaches involve a costly intermediate step of computing a (highly oversampled) 2-D bilinear time-frequency representation (TFR), which is then collapsed to the 1-D attribute. Using the principles of hybrid linear/bilinear time-frequency analysis, we propose computing attributes as nonlinear combinations of the (barely oversampled) linear Gabor transform of the signal. The method is both computationally efficient and accurate-it performs as well as the best bilinear techniques based on adaptive TFRs. To illustrate, we calculate an attribute of a seismic cross-section
Keywords :
frequency estimation; geophysical signal processing; seismology; signal representation; time-frequency analysis; transforms; bandwidth; hybrid linear/quadratic time-frequency attributes; instantaneous mean frequency; kurtosis; linear Gabor transform; nonlinear combinations; seismic cross-section; time-frequency attributes; Atomic measurements; Frequency estimation; Frequency synthesizers; Interference; Prototypes; Robustness; Signal generators; Signal resolution; Time frequency analysis; Working environment noise;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.859051