Telecommunication service providers have to guarantee acceptable speech quality during a phone call to avoid a negative impact on the users' quality of experience. Currently, there are different speech quality assessment methods. ITU-T Recommendation G.107 describes the E-model algorithm, which is a computational model developed for network planning purposes focused on narrowband (NB) networks. Later, ITU-T Recommendations G.107.1 and G.107.2 were developed for wideband (WB) and fullband (FB) networks. These algorithms use different impairment factors, each one related to different speech communication steps. However, the NB, WB, and FB E-model algorithms do not consider wireless techniques used in these networks, such as Multiple-Input-Multiple-Output (MIMO) systems, which are used to improve the communication system robustness in the presence of different types of wireless channel degradation. In this context, the main objective of this study is to propose a general methodology to incorporate wireless network parameters into the NB and WB E-model algorithms. To accomplish this goal, MIMO and wireless channel parameters are incorporated into the E-model algorithms, specifically into the $I_{e,eff}$ and $I_{e,eff,WB}$ impairment factors. For performance validation, subjective tests were carried out, and the proposed methodology reached a Pearson correlation coefficient (PCC) and a root mean square error (RMSE) of $0.9732$ and $0.2351$, respectively. It is noteworthy that our proposed methodology does not affect the rest of the E-model input parameters, and it intends to be useful for wireless network planning in speech communication services.
翻译:电信服务提供商必须在电话中保证可接受的语音质量,以避免对用户的服务质量产生不利影响。目前,有不同的语音质量评估方法。ITU-T建议G.107描述了电子模型算法,这是为网络规划开发的、侧重于窄带网络的计算模型。后来,国际电联-T建议G.107.1和G.107.2是为宽带和全带网络开发的。这些算法使用不同的减值因素,每个因素都与不同的语音通信步骤有关。然而,NB、WB和FB电子模型算法并不考虑这些网络中使用的无线参数,例如多投入-多输出-输出(MIIMO)系统,这是为网络规划而开发的,目的是在宽带(WB)和全频带(FB)网络使用无线网络参数,每个因素都与不同。为了达到这个目标,IMO和无线频道参数被纳入了E-模价成本-多投入-输出(MIMO)系统(MIMO)的计算方法,具体地说,一个运行的MAWB和正值的测试方法是,一个正常值(I)的计算方法,一个正常值。