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A subjective — VoIP quality estimation model for G.729 based on native Thai users

机译:基于泰国本地用户的主观—用于G.729的VoIP质量评估模型

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VoIP is very useful but it there are quality issues when delays or losses occur in the network. Thus, VoIP quality assessment for voice quality assurance or improvement is important. Voice quality assessment is mainly divided into objective and subjective methods. However, several researchers prefer subjective methods to objective methods because the term ‘voice quality’ is very subjective. According to that idea, this paper proposes a model for estimating VoIP quality provided by G.729, a common codec used over WAN, that has been created from subjective Mean Opinion Score (MOS), obtained from Thai users who use Thai, which is a tonal language and certainly different from other languages. For experiment and data gathering, the conversation-opinion tests with 354 native Thai users was conducted using a VoIP testbed system and G.729, under 17 test conditions, covering packet loss of 0–10% and packet delay of 0–800ms. Then, the gathered data was used to create the subjective MOS estimation model. Furthermore, a different set of subjective MOS data have been gathered from 64 native Thai users as the test set for the model evaluation. For model fitting, Matlab was applied, whereas Mean Absolute Percent Error (MAPE) was used for model evaluation. After obtaining the subjective MOS model, MAPE was calculated to evaluate the model. It has been found that the MAPE is 12.39%, which means this model is good (10% < MAPE < 20% means good). However, the MAPE may vary, depending on the test set. In conclusion, this paper presents a model of VoIP quality estimation for G.729 based on Thai users who communicate using the Thai language, called ThaiVQE-G729 for short. After evaluating the performance of this model, it has been confirmed that it is a good model. Therefore, this model is reliable and suitable to estimate MOS of G.729 in the Thai environment. Besides, this concept might be a prototype for other countries (e.g. China, Japan- and Korea), due to the perceptual voice quality can be affected by language and culture.
机译:VoIP非常有用,但是当网络中出现延迟或丢失时,会存在质量问题。因此,VoIP质量评估对于语音质量的保证或改进很重要。语音质量评估主要分为客观方法和主观方法。但是,由于“语音质量”一词非常主观,因此一些研究人员更喜欢主观方法而不是客观方法。根据该想法,本文提出了一种模型,用于估计由WAN使用的通用编解码器G.729提供的VoIP质量,该模型是从主观平均意见得分(MOS)创建的,该平均得分是从使用Thai的泰国用户那里获得的,一种音调语言,并且肯定与其他语言不同。为了进行实验和数据收集,在17个测试条件下,使用VoIP测试平台系统和G.729与354个泰国本地用户进行了对话-语音测试,覆盖了0-10%的数据包丢失和0-800ms的数据包延迟。然后,将收集到的数据用于创建主观MOS估计模型。此外,已经从64位泰国本地用户收集了不同的主观MOS数据集作为模型评估的测试集。对于模型拟合,应用了Matlab,而将平均绝对百分比误差(MAPE)用于模型评估。在获得主观的MOS模型之后,计算MAPE来评估模型。已经发现MAPE为12.39%,这表示此模型良好(10%

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