Adaptive multi-rate compression effects on vowel analysis

被引:6
|
作者
Ireland, David [1 ]
Knuepffer, Christina [2 ,3 ]
McBride, Simon J. [1 ]
机构
[1] CSIRO, Computat Informat, Australian E Hlth Res Ctr, Brisbane, Qld, Australia
[2] Univ Queensland, Asia Pacific Ctr Neuromodulat, UQ Ctr Clin Res, Brisbane, Qld, Australia
[3] Univ Queensland, Sch Informat Technol & Elect Engn, Brisbane, Qld, Australia
关键词
speech compression; adaptive multi-rate codec; vowel sounds; speech processing;
D O I
10.3389/fbioe.2015.00118
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Signal processing on digitally sampled vowel sounds for the detection of pathological voices has been firmly established. This work examines compression artifacts on vowel speech samples that have been compressed using the adaptive multi-rate codec at various bit-rates. Whereas previous work has used the sensitivity of machine learning algorithm to test for accuracy, this work examines the changes in the extracted speech features themselves and thus report new findings on the usefulness of a particular feature. We believe this work will have potential impact for future research on remote monitoring as the identification and exclusion of an ill-defined speech feature that has been hitherto used, will ultimately increase the robustness of the system.
引用
收藏
页数:9
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