MOPSO-based Data Scheduling Scheme for P2P Streaming Systems

被引:0
|
作者
Liu, Pingshan [1 ,2 ]
Fan, Yaqing [2 ]
Xiong, Xiaoyi [2 ]
Wen, Yimin [2 ]
Lu, Dianjie [3 ]
机构
[1] Guilin Univ Elect Technol, Business Sch, Guilin, Peoples R China
[2] Guilin Univ Elect Technol, Guangxi Key Lab Trusted Software, Guilin, Peoples R China
[3] Shandong Normal Univ, Sch Informat Sci & Engn, Jinan, Shangdong, Peoples R China
关键词
Peer-to-Peer; video streaming; data scheduling; multi-objective optimization; multi-objective particle swarm optimization; STRATEGY;
D O I
10.3837/tiis.2019.10.011
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the Peer-to-Peer (P2P) streaming systems, peers randomly form a network overlay to share video resources with a data scheduling scheme. A data scheduling scheme can have a great impact on system performance, which should achieve two optimal objectives at the same time ideally. The two optimization objectives are to improve the perceived video quality and maximize the network throughput, respectively. Maximizing network throughput means improving the utilization of peer's upload bandwidth. However, maximizing network throughput will result in a reduction in the perceived video quality, and vice versa. Therefore, to achieve the above two objects simultaneously, we proposed a new data scheduling scheme based on multi-objective particle swarm optimization data scheduling scheme, called MOPSO-DS scheme. To design the MOPSO-DS scheme, we first formulated the data scheduling optimization problem as a multi-objective optimization problem. Then, a multi-objective particle swarm optimization algorithm is proposed by encoding the neighbors of peers as the position vector of the particles. Through extensive simulations, we demonstrated the MOPSO-DS scheme could improve the system performance effectively.
引用
收藏
页码:5013 / 5034
页数:22
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