A Proposed Speaker Recognition Method Based on Long-Term Voice Features and Fuzzy Logic
Speaker recognition depends on specific predefined steps. The most important steps are feature extraction and features matching. In addition, the category of the speaker voice features has an impact on the recognition process. The proposed speaker recognition makes use of biometric (voice) attribute...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Unviversity of Technology- Iraq
2021-03-01
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| Series: | Engineering and Technology Journal |
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| Online Access: | https://etj.uotechnology.edu.iq/article_168146_996f70bfa235ce83ecacf60c033c0324.pdf |
| _version_ | 1797336536961777664 |
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| author | Iman H. Hadi Alia K. Abdul-Hassan |
| author_facet | Iman H. Hadi Alia K. Abdul-Hassan |
| author_sort | Iman H. Hadi |
| collection | DOAJ |
| description | Speaker recognition depends on specific predefined steps. The most important steps are feature extraction and features matching. In addition, the category of the speaker voice features has an impact on the recognition process. The proposed speaker recognition makes use of biometric (voice) attributes to recognize the identity of the speaker. The long-term features were used such that maximum frequency, pitch and zero crossing rate (ZCR). In features matching step, the fuzzy inner product was used between feature vectors to compute the matching value between a claimed speaker voice utterance and test voice utterances. The experiments implemented using (ELSDSR) data set. These experiments showed that the recognition accuracy is 100% when using text dependent speaker recognition. |
| first_indexed | 2024-03-08T08:54:57Z |
| format | Article |
| id | doaj.art-fba19734afa344f597277da166489ba0 |
| institution | Directory Open Access Journal |
| issn | 1681-6900 2412-0758 |
| language | English |
| last_indexed | 2024-03-08T08:54:57Z |
| publishDate | 2021-03-01 |
| publisher | Unviversity of Technology- Iraq |
| record_format | Article |
| series | Engineering and Technology Journal |
| spelling | doaj.art-fba19734afa344f597277da166489ba02024-02-01T07:17:18ZengUnviversity of Technology- IraqEngineering and Technology Journal1681-69002412-07582021-03-01391B11010.30684/etj.v39i1B.343168146A Proposed Speaker Recognition Method Based on Long-Term Voice Features and Fuzzy LogicIman H. Hadi0Alia K. Abdul-Hassan1GSCOM, Baghdad, Iraq. iman.h.1439@gmail.com.Computer Sciences Department, University of Technology, Baghdad, Iraq. 110018@uotechnology.edu.iq.Speaker recognition depends on specific predefined steps. The most important steps are feature extraction and features matching. In addition, the category of the speaker voice features has an impact on the recognition process. The proposed speaker recognition makes use of biometric (voice) attributes to recognize the identity of the speaker. The long-term features were used such that maximum frequency, pitch and zero crossing rate (ZCR). In features matching step, the fuzzy inner product was used between feature vectors to compute the matching value between a claimed speaker voice utterance and test voice utterances. The experiments implemented using (ELSDSR) data set. These experiments showed that the recognition accuracy is 100% when using text dependent speaker recognition.https://etj.uotechnology.edu.iq/article_168146_996f70bfa235ce83ecacf60c033c0324.pdfspeaker identityvoicefrequency featuresfuzzy vector |
| spellingShingle | Iman H. Hadi Alia K. Abdul-Hassan A Proposed Speaker Recognition Method Based on Long-Term Voice Features and Fuzzy Logic Engineering and Technology Journal speaker identity voice frequency features fuzzy vector |
| title | A Proposed Speaker Recognition Method Based on Long-Term Voice Features and Fuzzy Logic |
| title_full | A Proposed Speaker Recognition Method Based on Long-Term Voice Features and Fuzzy Logic |
| title_fullStr | A Proposed Speaker Recognition Method Based on Long-Term Voice Features and Fuzzy Logic |
| title_full_unstemmed | A Proposed Speaker Recognition Method Based on Long-Term Voice Features and Fuzzy Logic |
| title_short | A Proposed Speaker Recognition Method Based on Long-Term Voice Features and Fuzzy Logic |
| title_sort | proposed speaker recognition method based on long term voice features and fuzzy logic |
| topic | speaker identity voice frequency features fuzzy vector |
| url | https://etj.uotechnology.edu.iq/article_168146_996f70bfa235ce83ecacf60c033c0324.pdf |
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