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author:

Cheng, Bingjie (Cheng, Bingjie.) [1] | Zhong, Shangping (Zhong, Shangping.) [2] (Scholars:钟尚平)

Indexed by:

CPCI-S

Abstract:

In an ecological breeding environment, feeders usually don't know whether their chicken are in good condition. Fortunately, Chicken voices reveal a lot of messages and it is easy to access and process voice signals. Therefore, we propose a new-type chicken voice recognition method using sparse representation aiming at the chicken voice recognition problem in an ecological breeding environment. In future, the method can be used in chickens for automated disease detection during the period of the bird flu. First, we use a multi-band spectral subtraction method for de-noise processing. Second, we reconstruct voice signals via sparse representation using the orthogonal matching pursuit algorithm. Third, we extract Mel-frequency cepstral coefficients (MFCC), linear predictive coding (LPC) and power-normalized cepstral coefficients (PNCC) from the chicken voices. Finally, we use support vector machine (SVM) to classify chicken voices under different environments. Extensive experimental results show that the features using sparse representation can respectively get better recognition effects.

Keyword:

chicken voice recognition multi-band spectral subtraction method orthogonal matching pursuit SVM

Community:

  • [ 1 ] [Cheng, Bingjie]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Peoples R China
  • [ 2 ] [Zhong, Shangping]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Peoples R China

Reprint 's Address:

  • 成冰洁

    [Cheng, Bingjie]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou, Peoples R China

Email:

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Source :

2015 8TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP)

Year: 2015

Page: 1266-1271

Language: English

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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