Improving cochlear implant performances by MFCC technique

被引:0
|
作者
Costin, M [1 ]
Zbancioc, M [1 ]
机构
[1] Romanian Acad, Inst Comp Sci, Iasi, Romania
关键词
Cochlear Implant (CI); FFT; Cosine Transform (CT); mel-frequency cepstral coefficients (MFCC); Multi-Layer Perceptron (MLP); fuzzy function-membership;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cochlear Implant (CI) is a device meant to recover hearing abilities for patients suffering of total bilateral cophosis. In this study we in, to identify phonemes that usually have a low Cl recognition rate. using mel-frequency cepstral coefficients (MFCC) technique. In order to analyse them we had to structure a special signal database: we registered phonemes passed by the Cl testing device. By a technique of accentuating certain frequency bands depending on the recognised phoneme - we intend to improve Cl performances. Clustering is realised by the help of an usual two-layers MLP neural network. In parallel, we extract, using the same steps as in the cochlear implant device technique already implemented, a new set of MFCC coefficients from speech, and compare them. Using fuzzy functions in computing energy on frequency bands results are slightly better [7].
引用
收藏
页码:449 / 452
页数:4
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