Spectral estimation from subbands

S. Rao, W. Pearlman
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引用次数: 12

Abstract

The results of previous work by the authors (see Conf. on Inform. Sci. and Syst., 1992) are used to prove that subband differential pulse-code modulation (DPCM) provides a coding gain over full-band DPCM for finite orders of prediction. The equivalence of linear prediction and autoregressive (AR) modeling equations are used to estimate source spectra from subbands. Subband decomposition of a source results in a whitening of the composite subband spectrum. This implies that for any stationary source, a p/sup th/-order prediction error filter (PEF) can be found that is better than the p/sup th/ PEF obtained by solving the Yule-Walker equations resulting from full-band data. The existence of such a superoptimal PEF is demonstrated, and a method to optimally allocate a prediction order p/sub m/ to the m/sup th/ subband such that the sum of the p/sub m/'s from m=1 to M equals p, where p is the full-band order of prediction and M is the number of subbands, is proposed.<>
子波段光谱估计
作者以前工作的结果(见Inform. Conf. on Inform. conf)。科学。和系统。, 1992)被用来证明子带差分脉冲编码调制(DPCM)在有限阶的预测下提供了比全带DPCM更高的编码增益。利用线性预测和自回归(AR)模型方程的等价性,从子带估计源光谱。源的子带分解导致复合子带频谱的白化。这意味着,对于任何平稳源,可以找到一个p/sup /-阶预测误差滤波器(PEF),它比由全波段数据求解Yule-Walker方程得到的p/sup / PEF更好。证明了这种超优PEF的存在性,并提出了一种将预测阶数p/sub m/最优分配给m/sup /子带的方法,使得从m=1到m的p/sub m/s的和等于p,其中p为预测的全频带阶数,m为子带数。
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