Title :
Development of high quality speech compression system for Quranic recitation based on modified CELP algorithm
Author :
Gunawan, Teddy Surya ; Kartiwi, Mira
Author_Institution :
Electr. Comput. Eng. Dept., Int. Islamic Univ. Malaysia, Kuala Lumpur, Malaysia
Abstract :
Currently, there are more than 500 Quranic recitations available freely on the internet. There is also a growing trends on the use of smart phone compare to traditional desktop PCs for accessing the internet. On such limited device, a high quality speech compression for Quranic recitation is favorable. In this paper, we developed a high quality speech compression for Quranic recitation by modifying Code Excited Linear Prediction (CELP) algorithm. First, the characteristics of the Quranic recitation of all surahs was evaluated in which it was found that the voiced speech is more dominant compare to unvoiced speech. Next, we optimize CELP algorithm based on previous findings by modifying the original stochastic codebook. Instead of random Gaussian signal, we trained the codebook using LBG algorithm for Surah Al-Fatihah, and used the trained codebook for the whole Quran. Lastly, we evaluate the performance of the developed algorithm objectively using PESQ (Perceptual Evaluation of Speech Quality). Results showed that our proposed algorithm performs better than the traditional CELP algorithm, in terms of PESQ score and processing time.
Keywords :
Internet; data compression; humanities; linear predictive coding; natural language processing; speech coding; stochastic processes; CELP algorithm; Internet; LBG algorithm; PESQ processing time; PESQ score; Quranic recitations; Surah Al-Fatihah; code excited linear prediction algorithm; codebook training; high quality speech compression; perceptual evaluation of speech quality; performance evaluation; random Gaussian signal; smart phone; stochastic codebook; unvoiced speech; voiced speech; Bit rate; Digital filters; Prediction algorithms; Speech; Speech coding; Stochastic processes; Vector quantization; PESQ; Quranic recitation; codebook; speech compression; vector quantization;
Conference_Titel :
Smart Instrumentation, Measurement and Applications (ICSIMA), 2013 IEEE International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4799-0842-4
DOI :
10.1109/ICSIMA.2013.6717969