Towards using CMU sphinx tools for the Holy Quran recitation verification

The use of the Automatic Speech Recognition (ASR) technology is being used in many different applications that help simplify the interaction with a wider range of devices. This paper investigates the use of a simplified set of phonemes in an ASR system applied to Holy Quran. The Carnegie Mellon Univ...

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Main Authors:	El Amrani, Mohamed Yassine, Rahman, M.M. Hafizur, Wahiddin, Mohamed Ridza, Shah, Asadullah
Format:	Article
Language:	English
Published:	UniTECH 2016
Subjects:	TK Electrical engineering. Electronics Nuclear engineering TK7885 Computer engineering
Online Access:	http://irep.iium.edu.my/51912/ http://irep.iium.edu.my/51912/ http://irep.iium.edu.my/51912/1/IJASAT_Published.pdf

id	iium-51912
recordtype	eprints
spelling	iium-519122016-09-22T08:35:35Z http://irep.iium.edu.my/51912/ Towards using CMU sphinx tools for the Holy Quran recitation verification El Amrani, Mohamed Yassine Rahman, M.M. Hafizur Wahiddin, Mohamed Ridza Shah, Asadullah TK Electrical engineering. Electronics Nuclear engineering TK7885 Computer engineering The use of the Automatic Speech Recognition (ASR) technology is being used in many different applications that help simplify the interaction with a wider range of devices. This paper investigates the use of a simplified set of phonemes in an ASR system applied to Holy Quran. The Carnegie Mellon University Sphinx 4 tools were used to train and evaluate a language model on Holy Quran recitations that are widely available online. The building of the language model was done using a simplified list of phonemes instead of the mainly used Romanized in order to simplify the process of training the acoustic model. In this paper, the experiments resulted in Word Error Rates (WER) as low as 1.5% even with a very small set of audio files used during the training phase. UniTECH 2016-06 Article PeerReviewed application/pdf en http://irep.iium.edu.my/51912/1/IJASAT_Published.pdf El Amrani, Mohamed Yassine and Rahman, M.M. Hafizur and Wahiddin, Mohamed Ridza and Shah, Asadullah (2016) Towards using CMU sphinx tools for the Holy Quran recitation verification. International Journal on Islamic Applications in Computer Science And Technology (IJASAT), 4 (2). pp. 10-15. ISSN 2289-4012 E-ISSN 2289-4012 http://www.sign-ific-ance.co.uk/index.php/IJASAT/article/view/1424
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	TK Electrical engineering. Electronics Nuclear engineering TK7885 Computer engineering
spellingShingle	TK Electrical engineering. Electronics Nuclear engineering TK7885 Computer engineering El Amrani, Mohamed Yassine Rahman, M.M. Hafizur Wahiddin, Mohamed Ridza Shah, Asadullah Towards using CMU sphinx tools for the Holy Quran recitation verification
description	The use of the Automatic Speech Recognition (ASR) technology is being used in many different applications that help simplify the interaction with a wider range of devices. This paper investigates the use of a simplified set of phonemes in an ASR system applied to Holy Quran. The Carnegie Mellon University Sphinx 4 tools were used to train and evaluate a language model on Holy Quran recitations that are widely available online. The building of the language model was done using a simplified list of phonemes instead of the mainly used Romanized in order to simplify the process of training the acoustic model. In this paper, the experiments resulted in Word Error Rates (WER) as low as 1.5% even with a very small set of audio files used during the training phase.
format	Article
author	El Amrani, Mohamed Yassine Rahman, M.M. Hafizur Wahiddin, Mohamed Ridza Shah, Asadullah
author_facet	El Amrani, Mohamed Yassine Rahman, M.M. Hafizur Wahiddin, Mohamed Ridza Shah, Asadullah
author_sort	El Amrani, Mohamed Yassine
title	Towards using CMU sphinx tools for the Holy Quran recitation verification
title_short	Towards using CMU sphinx tools for the Holy Quran recitation verification
title_full	Towards using CMU sphinx tools for the Holy Quran recitation verification
title_fullStr	Towards using CMU sphinx tools for the Holy Quran recitation verification
title_full_unstemmed	Towards using CMU sphinx tools for the Holy Quran recitation verification
title_sort	towards using cmu sphinx tools for the holy quran recitation verification
publisher	UniTECH
publishDate	2016
url	http://irep.iium.edu.my/51912/ http://irep.iium.edu.my/51912/ http://irep.iium.edu.my/51912/1/IJASAT_Published.pdf
first_indexed	2023-09-18T21:13:36Z
last_indexed	2023-09-18T21:13:36Z
_version_	1777411415302209536

Towards using CMU sphinx tools for the Holy Quran recitation verification

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