DocumentCode
671855
Title
Efficient speaker identification from speech transmitted over bluetooth based system
Author
Ali Ali Khalil, Ali Ahmed ; Mostafa Saad, El Sayed ; El-Nabi, Mostafa Abd ; Abd El-Samie, F.E.
Author_Institution
Dept. of Electron. & Electr. Commun., Tanta Univ., Tanta, Egypt
fYear
2013
fDate
26-28 Nov. 2013
Firstpage
190
Lastpage
193
Abstract
This paper presents a study for speaker recognition of the speech signals transmitted through Bluetooth channel as degraded speech signals, while the training phase is made with clean speech signals. This is based on the Mel-Frequency Cepstral Coefficients (MFCCs) for feature extraction from the speech signals. Different approaches for feature extractions are tested in the paper; feature extraction from the signals, feature extraction from the Discrete Cosine Transform (DCT) of signals, feature extraction from the signals and the DCT, feature extraction from the Discrete Sine Transform (DST) of signals, feature extraction from the signals and the DST, feature extraction from the Discrete Wavelet Transform (DWT) of signals, and finally feature extraction from the signals and the DWT. A Neural Network (NN) classifier is used in the simulation experiments. Simulation results show that feature extraction from the DCT of signals achieves the highest recognition rates.
Keywords
Bluetooth; discrete cosine transforms; feature extraction; learning (artificial intelligence); neural nets; speaker recognition; Bluetooth based system; Bluetooth channel; DCT; DST; DWT; MFCC; Mel-Frequency Cepstral Coefficients; discrete cosine transform; discrete sine transform; discrete wavelet transform; feature extraction; neural network classifier; speaker identification; speaker recognition; speech signals; training phase; Bluetooth; Discrete cosine transforms; Discrete wavelet transforms; Feature extraction; Signal to noise ratio; Speech; Testing; Bluetooth; DCT; DST; DWT; MFCCs;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Engineering & Systems (ICCES), 2013 8th International Conference on
Conference_Location
Cairo
Print_ISBN
978-1-4799-0078-7
Type
conf
DOI
10.1109/ICCES.2013.6707199
Filename
6707199
Link To Document