Title :
A function of time, frequency, lag, and Doppler
Author :
O´Neill, Jeffrey C. ; Williams, William J.
Author_Institution :
Boston Univ., MA, USA
fDate :
3/1/1999 12:00:00 AM
Abstract :
In signal processing, four functions of one variable are commonly used. They are the signal in time, the spectrum, the auto-correlation function of the signal, and the auto-correlation function of the spectrum. The variables of these functions are denoted, respectively, as time, frequency, lag, and Doppler. In time-frequency analysis, these functions of one variable are extended to quadratic functions of two variables. In this paper, we investigate a method for creating quartic functions of three of these variables as well as a quartic function of all four variables. These quartic functions provide a meaningful representation of the signal that goes beyond the well-known quadratic functions. The quartic functions are applied to the design of signal-adaptive kernels for the Cohen class and shown to provide improvements over previous methods
Keywords :
adaptive signal processing; correlation theory; signal representation; spectral analysis; time-frequency analysis; Cohen class; Doppler; auto-correlation function; frequency; lag; quadratic functions; quartic functions; representation; signal processing; signal-adaptive kernels; time; time-frequency analysis; Autocorrelation; Computer science; Exponential distribution; Fourier transforms; Frequency domain analysis; Kernel; Signal design; Signal mapping; Signal processing; Spectrogram;
Journal_Title :
Signal Processing, IEEE Transactions on