Acoustic Profiles Based On Quranic Maqamat Audio Features

Audio feature extraction underpins a massive proportion of speech processing, mainly in semantic audio analysis which retrieves sound features information based on intonation, emotion and rhythm. Many researchers have addressed various challenges that most speakers faced when dealing with Arabic...

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Main Author: Farah Hanim bt Seman @ Abd Jabar
Format: Thesis
Language:en_US
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id my-usim-ddms-13174
record_format uketd_dc
institution Universiti Sains Islam Malaysia
collection USIM Institutional Repository
language en_US
topic Qurʼan -- Study and teaching
Qurʼan -- Recitation
spellingShingle Qurʼan -- Study and teaching
Qurʼan -- Recitation
Farah Hanim bt Seman @ Abd Jabar
Acoustic Profiles Based On Quranic Maqamat Audio Features
description Audio feature extraction underpins a massive proportion of speech processing, mainly in semantic audio analysis which retrieves sound features information based on intonation, emotion and rhythm. Many researchers have addressed various challenges that most speakers faced when dealing with Arabic language especially in the Quran, due to its differences in written and recital technique. The intonation of words in the Quran will bring different translation or perception to the objective of the chapter generally or to the exact verse particularly. Among other methods to extract strong features that characterise the complex nature of complex and melodious speech signals is cepstral analysis. Nowadays, existing literature have shown that most of the study on acoustical and rhetorical element of the Quran is focusing on the textual analysis rather than recitation of the Quran. In this research an enhanced audio feature extraction has been presented to extract significant ontological audio features contained in Quranic Maqamat Recitation audio recording. The proposed system is initiated by extracting the maqamat features from 242 sets of audio files using existing and enhanced cepstral analysis based on warping function. Nine sets are extracted from spectral descriptors algorithm and the other 2 sets are extracted from the audio feature extraction techniques enhanced with warping function. The framework managed to detect the mean of spectral envelope and spectral descriptors as significant audio features which used as entities for attributes tagging and rule matching. The final stage is performing the semantic analysis based on the proposed ontology with attribute tagging and rule matching for the insight knowledge base construction. The results is analysed in semantic audio analysis and their performance based on the formants frequencies extracted from the spectral properties. This study will initiate an understanding on the characteristics of the maqamat content and hopefully contribute to raising initiatives in profiling the acoustical elements of complex speech analysis for further speech processing analysis.
format Thesis
author Farah Hanim bt Seman @ Abd Jabar
author_facet Farah Hanim bt Seman @ Abd Jabar
author_sort Farah Hanim bt Seman @ Abd Jabar
title Acoustic Profiles Based On Quranic Maqamat Audio Features
title_short Acoustic Profiles Based On Quranic Maqamat Audio Features
title_full Acoustic Profiles Based On Quranic Maqamat Audio Features
title_fullStr Acoustic Profiles Based On Quranic Maqamat Audio Features
title_full_unstemmed Acoustic Profiles Based On Quranic Maqamat Audio Features
title_sort acoustic profiles based on quranic maqamat audio features
granting_institution Universiti Sains Islam Malaysia
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spelling my-usim-ddms-131742024-05-29T19:55:38Z Acoustic Profiles Based On Quranic Maqamat Audio Features Farah Hanim bt Seman @ Abd Jabar Audio feature extraction underpins a massive proportion of speech processing, mainly in semantic audio analysis which retrieves sound features information based on intonation, emotion and rhythm. Many researchers have addressed various challenges that most speakers faced when dealing with Arabic language especially in the Quran, due to its differences in written and recital technique. The intonation of words in the Quran will bring different translation or perception to the objective of the chapter generally or to the exact verse particularly. Among other methods to extract strong features that characterise the complex nature of complex and melodious speech signals is cepstral analysis. Nowadays, existing literature have shown that most of the study on acoustical and rhetorical element of the Quran is focusing on the textual analysis rather than recitation of the Quran. In this research an enhanced audio feature extraction has been presented to extract significant ontological audio features contained in Quranic Maqamat Recitation audio recording. The proposed system is initiated by extracting the maqamat features from 242 sets of audio files using existing and enhanced cepstral analysis based on warping function. Nine sets are extracted from spectral descriptors algorithm and the other 2 sets are extracted from the audio feature extraction techniques enhanced with warping function. The framework managed to detect the mean of spectral envelope and spectral descriptors as significant audio features which used as entities for attributes tagging and rule matching. The final stage is performing the semantic analysis based on the proposed ontology with attribute tagging and rule matching for the insight knowledge base construction. The results is analysed in semantic audio analysis and their performance based on the formants frequencies extracted from the spectral properties. This study will initiate an understanding on the characteristics of the maqamat content and hopefully contribute to raising initiatives in profiling the acoustical elements of complex speech analysis for further speech processing analysis. 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