完备振子方法的有效压缩特性评估,第1部分:典型信号

I. Gorodnitsky, Anton Y. Yen
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引用次数: 0

摘要

本文提出了一种基于完全振子法(COM)的高效编码方案。COM具有许多强大的理论特性,使其能够为大范围的确定性信号提供非常紧凑的模型。这里研究了其中的一些特性。理论COM被证明可以准确地建模和合成所有类型的平稳信号,而不考虑产生它的系统的尺寸,只使用一个模型参数。这种与数据维数无关的精确表示特性也适用于某些变幅信号。COM还以高保真度重建了许多其他类型的非平稳信号,这些信号的精确表示不能得到保证。一个这样的类包括这里介绍的调频信号。在理想条件下获得的理论结果与实际的离散实现有关,其中COM显示出对偏离理想条件的鲁棒性。在非理想条件下,将COM的顺序增加到两个项,总共四个参数,在许多情况下可以提供接近精确的模型。在几个典型波形上说明了COM的紧凑表示特性,为本文研究的每一类信号提供了代表性的例子。
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Evaluation of Efficient Compression Properties of the Complete Oscillator Method, Part 1: Canonical Signals
The paper describes a highly efficient coding scheme based on the Complete Oscillator Method (COM). The COM has a number of powerful theoretical properties which enable it to provide very compact models for a wide range of deterministic signals. Several of these properties are studied here. The theoretical COM is shown to model and synthesize exactly all types of stationary signals, irrespective of the dimension of the system that generated it, using only one model parameter. The exact representation property independent of data dimension extends to certain amplitude-variable signals as well. The COM also reconstructs with high fidelity a number of other classes of nonstationary signals for which the exact representation cannot be guaranteed. One such class encompasses frequency-modulated signals presented here. The theoretical results obtained under idealized conditions are related to practical discrete implementations, where the COM is shown to be robust to deviations from the ideal conditions. In non-ideal conditions, increasing the order of the COM to two terms, four parameters total, delivers near exact models in many cases. The compact representation property of the COM is illustrated on several canonical waveforms, which provide representative examples for each class of signal studied here.
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