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Mean Opinion Score Estimation for mobile broadband Networks Using Bayesian Networks

Computers, Materials & Continua 2022年第9期72卷 4571-4587页

作者： Ayman A.El-Saleh Abdulraqeb Alhammadi Ibraheem Shayea Azizul Azizan Wan Haslina Hassan College of Engineering A’Sharqiyah University(ASU)Ibra400Oman Communication Systems and Networks Research Lab Malaysia-Japan International Institute of TechnologyUniversiti Teknologi MalaysiaKuala Lumpur54100Malaysia Department of Electronics and Communication Engineering Faculty of Electrical and Electronics EngineeringIstanbul Technical University(ITU)Istanbul34467Turkey Advanced Informatics Department Razak Faculty of Technology and InformaticsUniversiti Teknologi MalaysiaKuala Lumpur54100Malaysia

mobile broadband(MBB)networks are expanding rapidly to deliver higher data *** fifth-generation cellular network promises enhanced-MBB with high-speed data rates,low power connectivity,and ultralow latency video ***,existing cellular networks are unable to perform well due to high latency and low bandwidth,which degrades the performance of various *** a result,monitoring and evaluation of the performance of these network-supported services is *** network providers optimize and monitor their network performance to ensure the highest quality of service to their *** paper proposes a Bayesian model to estimate the minimum opinion score(MOS)of video streaming services for any particular cellular *** MOS is the most commonly used metric to assess the quality of *** proposed Bayesian model consists of several input data,namely,round-trip time,stalling load,and bite *** was examined and evaluated using several test data sizes with various performance *** results show the proposed Bayesian network achieved higher accuracy overall test data sizes than a neural *** proposed Bayesian network obtained a remarkable overall accuracy of 90.36%and outperformed the neural network.

关键词： Quality of experience quality of service bayesian networks minimum opinion score artificial intelligence prediction mobile broadband

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