Title :
Wavelet-based representations for a class of self-similar signals with application to fractal modulation
Author :
Wornell, G.W. ; Oppenheim, A.V.
Author_Institution :
Lab. of Electron., MIT, Cambridge, MA, USA
fDate :
3/1/1992 12:00:00 AM
Abstract :
A potentially important family of self-similar signals based upon a deterministic scale-invariance characterization is introduced. These signals, which are referred to as ´dy-homogeneous´ signals because they generalize the well-known homogeneous functions, have highly convenient representations in terms of orthonormal wavelet bases. In particular, wavelet representations can be exploited to construct orthonormal self-similar bases for these signals. The spectral and fractal characteristics of dy-homogeneous signals make them appealing candidates for use in a number of applications. As one potential example, their use in a communications-based context is considered. Specifically, a strategy for embedding information into a dy-homogeneous waveform on multiple time-scales is developed. This multirate modulation strategy, called fractal modulation, is potentially well-suited for use with noisy channels of simultaneously unknown duration and bandwidth.<>
Keywords :
fractals; modulation; signal processing; transforms; communications-based context; deterministic scale-invariance characterization; dy-homogeneous signals; fractal modulation; multiple time-scales; multirate modulation strategy; noisy channels; orthonormal wavelet bases; self-similar signals; spectral characteristics; wavelet transforms; Bandwidth; Character generation; Demodulation; Fractals; Protocols; Random processes; Remote sensing; Signal generators; Signal processing; Spread spectrum communication;
Journal_Title :
Information Theory, IEEE Transactions on