QFlow: A Learning Approach to High QoE Video Streaming at the Wireless Edge

Rajarshi Bhattacharyya,Archana Bura,Desik Rengarajan,Mason Rumuly,Bainan Xia,Srinivas Shakkottai,Dileep Kalathil,Ricky K. P. Mok,Amogh Dhamdhere

IEEE/ACM Transactions on Networking（2022）

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摘要

The predominant use of wireless access networks is for media streaming applications. However, current access networks treat all packets identically, and lack the agility to determine which clients are most in need of service at a given time. Software reconfigurability of networking devices has seen wide adoption, and this in turn implies that agile control policies can be now instantiated on acces...

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关键词

Quality of experience,Streaming media,Reinforcement learning,Quality of service,Wireless communication,Markov processes,Adaptation models

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