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 baise ITU-T E-Model for VoIP quality estimation [1] 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 assumptioas 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.
Original language | English |
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Article number | 4637891 |
Pages (from-to) | 1046-1058 |
Number of pages | 13 |
Journal | IEEE Transactions on Multimedia |
Volume | 10 |
Issue number | 6 |
DOIs | |
Publication status | Published - Oct 2008 |
Keywords
- E-Model
- Genetic programming
- I
- PESQ-WB
- Symbolic regression