A Computationally Efficient Sound Environment Classifier for Hearing Aids

被引:10
|
作者
Gil-Pita, Roberto [1 ,3 ]
Ayllon, David [1 ]
Ranilla, Jose [2 ]
Llerena-Aguilar, Cosme [1 ]
Diaz, Irene [2 ]
机构
[1] Univ Alcala, Dept Signal Theory & Commun, Alcala De Henares 28801, Spain
[2] Univ Oviedo, Dept Comp Sci, Oviedo, Spain
[3] Univ Alcala, Dept Signal Theory & Commun, Appl Signal Proc Res Grp, Alcala De Henares 28801, Spain
关键词
Acoustic signal processing; biomedical devices; hearing aids;
D O I
10.1109/TBME.2015.2427452
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A computationally efficient system for sound environment classification in digital hearing aids is presented in this paper. The goal is to automatically classify three different listening environments: "speech," "music," and "noise." The system is designed considering the computational limitations found in such devices. The proposed algorithm is based on a novel set of heuristically designed features inspired in the Mel frequency cepstral coefficients. Experiments carried out with real signals demonstrate that the three listening environments can be robustly classified with the proposed system, obtaining low error rates when using a small part of the total computational resources of the DSP of the device. This study demonstrates that the proposed system can be implemented with the available resources in state-of-the-art digital hearing aids.
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页码:2358 / 2368
页数:11
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