Open access Jurnal SINTA 1
Development of Quranic Reciter Identification System using MFCC and GMM Classifier
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 8 No. 1 (2018)
- ISSN
- 2088-8708, 2088-8708
- Published
- 2018-02-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
Nowadays, there are many beautiful recitation of Al-Quran available. Quranic recitation has its own characteristics, and the problem to identify the reciter is similar to the speaker recognition/identification problem. The objective of this paper is to develop Quran reciter identification system using Mel-frequency Cepstral Coefficient (MFCC) and Gaussian Mixture Model (GMM). In this paper, a database of five Quranic reciters is developed and used in training and testing phases. We carefully randomized the database from various surah in the Quran so that the proposed system will not prone to the recited verses but only to the reciter. Around 15 Quranic audio samples from 5 reciters were collected and randomized, in which 10 samples were used for training the GMM and 5 samples were used for testing. Results showed that our proposed system has 100% recognition rate for the five reciters tested. Even when tested with unknown samples, the proposed system is able to reject it.
Collaboration network of the authors
25 authors · 58 co-authorship links · 19 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- International Islamic University Malaysia
- Syarif Hidayatullah State Islamic University Jakarta
- Yogyakarta State University
- University of Kuala Lumpur
- University of Indonesia
- Politeknik Negeri Cilacap
- Lac Hong University
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Hasmah Mansor | International Islamic University Malaysia | 4 |
| Rashidah Funke Olanrewaju | International Islamic University Malaysia | 2 |
| Amart Sulong | International Islamic University Malaysia | 2 |
| Othman Omran Khalifa | International Islamic University Malaysia | 2 |
| Hassan Dao | University of Kuala Lumpur | 2 |
| Abdul Mutholib | International Islamic University Malaysia | 2 |
| Intan Rahmithul Husna Yaldi | International Islamic University Malaysia | 2 |
| Yasmin Mahira Saiful Munir | International Islamic University Malaysia | 2 |
| Tika Arundina | University of Indonesia | 2 |
| Mohd Azmi Omar | International Islamic University Malaysia | 2 |
| Noreha Abdul Malik | International Islamic University Malaysia | 1 |
| W. Idris | International Islamic University Malaysia | 1 |
| Siti Noorjannah Ibrahim | International Islamic University Malaysia | 1 |
| Abd Rahman Ahlan | Affiliation unknown | 1 |
| A’ang Subiyakto | Syarif Hidayatullah State Islamic University Jakarta | 1 |
| Husni Teja Sukmana | Syarif Hidayatullah State Islamic University Jakarta | 1 |
| Mir Suhail Alam | International Islamic University Malaysia | 1 |
| Malik Arman Morshidi | International Islamic University Malaysia | 1 |
| Fatchul Arifin | Yogyakarta State University | 1 |
| Didik Hariyanto | Yogyakarta State University | 1 |
| Arif Ainur Rafiq | Politeknik Negeri Cilacap | 1 |
| Nguyen Vu Quynh | Lac Hong University | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.