DocumentCode :
590916
Title :
Modeling the perceived voice quality for VOIP system based on Neuro-fuzzy: A comparative study
Author :
Rahdari, Farhad ; Eftekhari, Mahdi
Author_Institution :
Dept. of IT, Int. Center for Sci., High Technol. & Environ. Sci., Kerman, Iran
fYear :
2011
fDate :
13-14 Oct. 2011
Firstpage :
60
Lastpage :
65
Abstract :
This paper presents a comparative study for modeling the quality of VOIP based on one of the most commonly used intrusive method for assessing voice quality called PESQ. Intrusive measures of voice quality against the non-intrusive methods need original speech signal to do a comparison with degraded signal and measure perceived voice quality. The need to have original signal will limit this method for real-time traffic monitoring. Owing to this weakness, some efforts have been recently performed for modeling the voice quality according to speech and IP network parameters like packet loss, codec type, gender and language of talker. Among the past proposed methods, intelligent techniques such as neural networks have been very successful models. In this study our main intention is twofold: Firstly developing a nonintrusive Neuro-fuzzy model based on an intrusive method (PESQ) and secondly comparing the performance of Neuro-fuzzy model to other well-known intelligent modeling approaches. Several experimental results were done and reported for more illustration.
Keywords :
IP networks; Internet telephony; fuzzy neural nets; quality of service; telecommunication traffic; IP network parameters; PESQ; VOIP system; codec type; gender; nonintrusive neuro-fuzzy model; packet loss; perceived voice quality; real-time traffic monitoring; talker language; Codecs; IP networks; Internet telephony; Packet loss; Predictive models; Speech; Neuro-fuzzy; PESQ; Voice Over IP; intrusive method; voice quality;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Knowledge Engineering (ICCKE), 2011 1st International eConference on
Conference_Location :
Mashhad
Print_ISBN :
978-1-4673-5712-8
Type :
conf
DOI :
10.1109/ICCKE.2011.6413325
Filename :
6413325
Link To Document :
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