Chorus: Coordinating Mobile Multipath Scheduling and Adaptive Video Streaming

被引:0
|
作者
Lv, Gerui [1 ,2 ]
Wu, Qinghua [1 ,2 ]
Liu, Yanmei
Li, Zhenyu [1 ,2 ]
Tan, Qingyue [1 ,2 ]
Yang, Furong [1 ]
Chen, Wentao
Ma, Yunfei
Guo, Hongyu
Chen, Ying
Xie, Gaogang [2 ,3 ]
机构
[1] Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Beijing, Peoples R China
[3] Chinese Acad Sci, Comp Network Informat Ctr, Beijing, Peoples R China
基金
国家重点研发计划;
关键词
Multipath QUIC; Adaptive Video Streaming; QoE;
D O I
10.1145/3636534.3649359
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Increasing bandwidth demands of mobile video streaming pose a challenge in optimizing the Quality of Experience (QoE) for better user engagement. Multipath transmission promises to extend network capacity by utilizing multiple wireless links simultaneously. Previous studies mainly tune the packet scheduler in multipath transmission, expecting higher QoE by accelerating transmission. However, since Adaptive BitRate (ABR) algorithms overlook the impact of multipath scheduling on throughput prediction, multipath adaptive streaming can even experience lower QoE than single-path. This paper proposes Chorus, a cross-layer framework that coordinates multipath scheduling with adaptive streaming to optimize QoE jointly. Chorus establishes two-way feedback control loops between the server and the client. Furthermore, Chorus introduces Coarse-grained Decisions, which assist appropriate bitrate selection by considering the scheduling decision in throughput prediction, and Fine-grained Corrections, which meet the predicted throughput by QoE-oriented multipath scheduling. Extensive emulation and real-world mobile Internet evaluations show that Chorus outperforms the state-of-the-art MPQUIC scheduler, improving average QoE by 23.5% and 65.7%, respectively.
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页码:246 / 262
页数:17
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