Speaker Identification Using Wavelet Transform and Artificial Neural Network
This paper presents an effective method for improving the performance of speaker identification system based on schemes combines the multi resolution properly of the wavelet transform and radial basis function neural net works (RBFNN), evaluated its performance by comparing the results with other me...
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| Format: | Article |
| Language: | English |
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Unviversity of Technology- Iraq
2011-11-01
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| Series: | Engineering and Technology Journal |
| Subjects: | |
| Online Access: | https://etj.uotechnology.edu.iq/article_33248_6fc1f89f423a262819dadebe0a4b2320.pdf |
| _version_ | 1797325444170645504 |
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| author | Manal Hadi Jaber |
| author_facet | Manal Hadi Jaber |
| author_sort | Manal Hadi Jaber |
| collection | DOAJ |
| description | This paper presents an effective method for improving the performance of speaker identification system based on schemes combines the multi resolution properly of the wavelet transform and radial basis function neural net works (RBFNN), evaluated its performance by comparing the results with other method. The input speech signal is decomposed into L sub band. To capture the characteristic of the vocal tract, the liner prediction code of each (including the linear predictive code (LPC) for full band) are calculated. The radial basis function neural network (RBFNN) approach is used for matching purpose. Experimental results shows that the speaker identification using the methods achieve (combines the wavelet and RBFNN) give (100%) identification rate and higher identification rate compared with multi band liner predictive code, in this paper used Matlab program to prove the results. |
| first_indexed | 2024-03-08T06:09:36Z |
| format | Article |
| id | doaj.art-7edaf85256994a66bceba9344f40d8a0 |
| institution | Directory Open Access Journal |
| issn | 1681-6900 2412-0758 |
| language | English |
| last_indexed | 2024-03-08T06:09:36Z |
| publishDate | 2011-11-01 |
| publisher | Unviversity of Technology- Iraq |
| record_format | Article |
| series | Engineering and Technology Journal |
| spelling | doaj.art-7edaf85256994a66bceba9344f40d8a02024-02-04T17:42:44ZengUnviversity of Technology- IraqEngineering and Technology Journal1681-69002412-07582011-11-0129153242325510.30684/etj.29.15.1733248Speaker Identification Using Wavelet Transform and Artificial Neural NetworkManal Hadi JaberThis paper presents an effective method for improving the performance of speaker identification system based on schemes combines the multi resolution properly of the wavelet transform and radial basis function neural net works (RBFNN), evaluated its performance by comparing the results with other method. The input speech signal is decomposed into L sub band. To capture the characteristic of the vocal tract, the liner prediction code of each (including the linear predictive code (LPC) for full band) are calculated. The radial basis function neural network (RBFNN) approach is used for matching purpose. Experimental results shows that the speaker identification using the methods achieve (combines the wavelet and RBFNN) give (100%) identification rate and higher identification rate compared with multi band liner predictive code, in this paper used Matlab program to prove the results.https://etj.uotechnology.edu.iq/article_33248_6fc1f89f423a262819dadebe0a4b2320.pdfspeaker identificationwavelet transformlinear predictive coderadial basis function artificial neural network |
| spellingShingle | Manal Hadi Jaber Speaker Identification Using Wavelet Transform and Artificial Neural Network Engineering and Technology Journal speaker identification wavelet transform linear predictive code radial basis function artificial neural network |
| title | Speaker Identification Using Wavelet Transform and Artificial Neural Network |
| title_full | Speaker Identification Using Wavelet Transform and Artificial Neural Network |
| title_fullStr | Speaker Identification Using Wavelet Transform and Artificial Neural Network |
| title_full_unstemmed | Speaker Identification Using Wavelet Transform and Artificial Neural Network |
| title_short | Speaker Identification Using Wavelet Transform and Artificial Neural Network |
| title_sort | speaker identification using wavelet transform and artificial neural network |
| topic | speaker identification wavelet transform linear predictive code radial basis function artificial neural network |
| url | https://etj.uotechnology.edu.iq/article_33248_6fc1f89f423a262819dadebe0a4b2320.pdf |
| work_keys_str_mv | AT manalhadijaber speakeridentificationusingwavelettransformandartificialneuralnetwork |