Lossless compression of digital audio using cascaded RLS-LMS prediction

被引:23
|
作者
Yu, RS [1 ]
Ko, CC
机构
[1] ASTAR, Inst Infocomm Res, Singapore 110613, Singapore
[2] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore
来源
关键词
adaptive filter; linear prediction; LMS algorithm; lossless audio coding; RLS algorithm;
D O I
10.1109/TSA.2003.818111
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper proposes a cascaded RLS-LMS predictor for lossless audio coding. In this proposed predictor, a high-order LMS predictor is employed to model the ample tonal And harmonic components of the audio signal for optimal prediction gain performance. To solve the slow convergence problem of the LMS algorithm with colored inputs, a low-order RLS predictor is cascaded prior to the LMS predictor to remove the spectral tilt of the audio signal. This cascaded RLS-LMS structure effectively mitigates the slow convergence problem of the LMS algorithm and provides superior prediction gain performance compared with the conventional LMS predictor, resulting in a better overall compression performance.
引用
收藏
页码:532 / 537
页数:6
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