Title :
Tomographic time-frequency analysis and its application toward time-varying filtering and adaptive kernel design for multicomponent linear-FM signals
Author :
Wood, John C. ; Barry, Daniel T.
Author_Institution :
Div. of Bioeng., Michigan Univ., Ann Arbor, MI, USA
fDate :
8/1/1994 12:00:00 AM
Abstract :
Since line integrals through the Wigner spectrum can be calculated by dechirping, calculation of the Wigner spectrum may be viewed as a tomographic reconstruction problem. In the paper, the authors show that all time-frequency transforms of Cohen´s class may be achieved by simple changes in backprojection reconstruction filtering. The resolution/cross-term tradeoff that occurs in time-frequency kernel selection is shown to be analogous to the resolution-ringing tradeoff that occurs in computed tomography (CT). “Ideal” reconstruction using a purely differentiating backprojection filter yields the Wigner distribution, whereas low-pass differentiating filters produce cross-term suppressing distributions such as the spectrogram or the Born-Jordan distribution. It is also demonstrated how this analogy can be exploited to “tune” the reconstruction filtering (or time-frequency kernel) to improve the ringing/resolution tradeoff. Some properties of the projection domain, which is also known as the Radon-Wigner transform, are characterized, including the response to signal delays or frequency shifts and projection masking or convolution. Last, time-varying filtering by shift-varying convolution in the Radon-Wigner domain is shown to yield superior results to its analogous Cohen´s class adaptive transform (shift-invariant convolution) for the multicomponent, linear-FM signals that are investigated
Keywords :
adaptive systems; computerised tomography; filtering and prediction theory; frequency modulation; signal processing; time-frequency analysis; time-varying systems; Cohen´s class; Radon-Wigner transform; Wigner spectrum; adaptive kernel design; backprojection filter; backprojection reconstruction filtering; cross-term suppressing distributions; dechirping; frequency shifts; line integrals; low-pass differentiating filters; multicomponent linear-FM signals; projection domain; projection masking; resolution-ringing tradeoff; resolution/cross-term tradeoff; shift-invariant convolution; signal delays; time-frequency transforms; time-varying filtering; tomographic reconstruction problem; tomographic time-frequency analysis; Adaptive filters; Computed tomography; Convolution; Delay; Filtering; Kernel; Low pass filters; Signal resolution; Spectrogram; Time frequency analysis;
Journal_Title :
Signal Processing, IEEE Transactions on