基于损失预测和随机控制的实时网络音频自主QoS优化

L. Roychoudhuri, E. Al-Shaer
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引用次数: 13

摘要

网络音频的质量对链路拥塞造成的丢包非常敏感。音频的丢包通常通过使用前向纠错(FEC)增加冗余来纠正。另外,路径分集机制用于提高可靠性,从而提高会话质量。为了实现单路径或多路径传输的最佳接收音频质量,我们提出了一种基于丢包预测和在线质量评估的自适应联合误差和速率控制框架。错误控制采用马尔可夫决策过程(MDP)和随机库存控制(stochastic inventory control)这一新的多媒体错误恢复方法,在带宽最优的情况下选择主动FEC来保持质量。速率控制使用质量优化模型来确定在单个或多个路径上的最佳分散。我们通过仿真和网络实验展示了我们的机制优于其他类似技术的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Autonomic QoS optimization of real-time internet audio using loss prediction and stochastic control
Quality of Internet audio is highly sensitive to packet loss caused by congestion in the links. Packet loss for audio is normally rectified by adding redundancy using forward error correction (FEC). Alternatively, path diversity mechanisms are used to improve reliability and thus session quality. To achieve optimized receiver audio quality for transmissions using single or multiple paths, we propose a self-adaptive joint error and rate control framework based on packet loss prediction and on-line quality assessment. The error control chooses proactive FEC to preserve quality with optimal bandwidth, using a Markov decision process (MDP) and a stochastic inventory control, a new approach for multimedia error recovery. The rate control uses a quality optimization model to determine the optimal dispersion over single or multiple paths. We present results using simulation and Internet experiments to show the superiority of our mechanism over other similar techniques.
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