WAVELET-BASED REPRESENTATIONS FOR A CLASS OF SELF-SIMILAR SIGNALS WITH APPLICATION TO FRACTAL MODULATION

被引:100
作者
WORNELL, GW
OPPENHEIM, AV
机构
[1] Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, MA, 02139
关键词
FRACTALS; WAVELETS; MODULATION THEORY; SPREAD SPECTRUM;
D O I
10.1109/18.119736
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A potentially important family of self-similar signals is introduced based upon a deterministic scale-invariance characterization. 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, we consider their use in a communications-based context. Specifically, we develop a strategy for embedding information into a dy-homogeneous waveform on multiple time-scales. This multirate modulation strategy, which we term "fractal modulation," is potentially well-suited for use with noisy channels of simultaneously unknown duration and bandwidth. Computationally efficient modulators and demodulators are suggested for the scheme, and the results of a preliminary performance evaluation are presented. Although not yet a fully developed protocol, fractal modulation represents a potentially viable paradigm for communication.
引用
收藏
页码:785 / 800
页数:16
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