Title :
Autonomic QoS optimization of real-time internet audio using loss prediction and stochastic control
Author :
Roychoudhuri, Lopamudra ; Al-shaer, Ehab S.
Author_Institution :
Sch. of Comput. Sci., DePaul Univ., Chicago, IL
Abstract :
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.
Keywords :
Internet; Markov processes; forward error correction; quality of service; Markov decision process; autonomic QoS optimization; forward correction; loss prediction; packet loss; rate control; real-time internet audio; stochastic control; Bandwidth; Error correction; Forward error correction; Internet; Inventory control; Optimal control; Propagation losses; Quality assessment; Redundancy; Stochastic processes;
Conference_Titel :
Network Operations and Management Symposium, 2008. NOMS 2008. IEEE
Conference_Location :
Salvador, Bahia
Print_ISBN :
978-1-4244-2065-0
Electronic_ISBN :
1542-1201
DOI :
10.1109/NOMS.2008.4575119