DocumentCode :
880318
Title :
A Methodology for Deriving VoIP Equipment Impairment Factors for a Mixed NB/WB Context
Author :
Raja, Adil ; Azad, R. Muhammad Atif ; Flanagan, Colin ; Ryan, Conor
Author_Institution :
Dept. of Comput. Sci. & Inf. Syst., Univ. of Limerick, Limerick
Volume :
10
Issue :
6
fYear :
2008
Firstpage :
1046
Lastpage :
1058
Abstract :
This paper proposes a novel approach to quantifying the quality degradation of Voice over IP (VoIP) telephony in the presence of codec and network-related impairments. This approach differs from the baisc ITU-T E-Model for VoIP quality estimation in that it addresses mixed narrowband/wideband scenarios. It makes novel use of instrumental models and symbolic regression via Genetic Programming (GP) to enable the evolution of degradation models from a modest set of initial parameters. Here, a two-step approach has been used. First, values of impairment factors are derived using WB-PESQ as a reference model. Secondly, a GP based symbolic regression approach has been utilized to automatically evolve the functional form of equipment impairment factors from a set of variables. Very few a priori assumptions are made about the model structure. The effectiveness of the approach is demonstrated by a number of generated models which compare favorably with WB-PESQ and outperform the traditional E-Model in terms of prediction accuracy when compared using WB-PESQ. A significant advantage of the approach is that new models are easily generated to account for continuing evolution of the VoIP standards.
Keywords :
Internet telephony; broadband networks; codecs; genetic algorithms; quality of service; regression analysis; VoIP equipment impairment factor; VoIP quality estimation; Voice over IP telephony; WB-PESQ model; codec impairment; genetic programming; mixed narrowband/wideband context; symbolic regression; E-Model, $I_{e,WB,eff}$; PESQ-WB; genetic programming; symbolic regression;
fLanguage :
English
Journal_Title :
Multimedia, IEEE Transactions on
Publisher :
ieee
ISSN :
1520-9210
Type :
jour
DOI :
10.1109/TMM.2008.2001359
Filename :
4637891
Link To Document :
بازگشت